{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "96f8563c-359b-4fc1-adeb-498b23ba4a85",
   "metadata": {},
   "source": [
    "## VQ-VAE\n",
    "\n",
    "Vector Quantized Variational Autoencoder (VQ-VAE) is a generative model succesfully combining the variational\n",
    "autoencoder (VAE) framework with discrete latent representations through a novel parameterisation\n",
    "of the posterior distribution of (discrete) latents given an observation\n",
    "\n",
    "### Reference\n",
    "- https://keras.io/examples/generative/vq_vae/\n",
    "- [Neural Discrete Representation Learning](https://arxiv.org/abs/1711.00937)\n",
    "- https://github.com/deepmind/sonnet/blob/v2/examples/vqvae_example.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d13faa9e-86d6-410d-967c-8c5c6059044c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torchvision import datasets, transforms\n",
    "from sklearn.manifold import TSNE\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6e733360-a4a7-42cc-879e-6d765543a183",
   "metadata": {},
   "outputs": [],
   "source": [
    "class VectorQuantizer(nn.Module):\n",
    "    \"\"\"\n",
    "    VQ-VAE layer: Input any tensor to be quantized. \n",
    "    Args:\n",
    "        embedding_dim (int): the dimensionality of the tensors in the\n",
    "          quantized space. Inputs to the modules must be in this format as well.\n",
    "        num_embeddings (int): the number of vectors in the quantized space.\n",
    "        commitment_cost (float): scalar which controls the weighting of the loss terms (see\n",
    "          equation 4 in the paper - this variable is Beta).\n",
    "    \"\"\"\n",
    "    def __init__(self, embedding_dim, num_embeddings, commitment_cost):\n",
    "        super().__init__()\n",
    "        self.embedding_dim = embedding_dim\n",
    "        self.num_embeddings = num_embeddings\n",
    "        self.commitment_cost = commitment_cost\n",
    "        \n",
    "        # initialize embeddings\n",
    "        self.embeddings = nn.Embedding(self.num_embeddings, self.embedding_dim)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        # [B, C, H, W] -> [B, H, W, C]\n",
    "        x = x.permute(0, 2, 3, 1).contiguous()\n",
    "        # [B, H, W, C] -> [BHW, C]\n",
    "        flat_x = x.reshape(-1, self.embedding_dim)\n",
    "        \n",
    "        encoding_indices = self.get_code_indices(flat_x)\n",
    "        quantized = self.quantize(encoding_indices)\n",
    "        quantized = quantized.view_as(x) # [B, H, W, C]\n",
    "        \n",
    "        if not self.training:\n",
    "            quantized = quantized.permute(0, 3, 1, 2).contiguous()\n",
    "            return quantized\n",
    "        \n",
    "        # embedding loss: move the embeddings towards the encoder's output\n",
    "        q_latent_loss = F.mse_loss(quantized, x.detach())\n",
    "        # commitment loss\n",
    "        e_latent_loss = F.mse_loss(x, quantized.detach())\n",
    "        loss = q_latent_loss + self.commitment_cost * e_latent_loss\n",
    "\n",
    "        # Straight Through Estimator\n",
    "        quantized = x + (quantized - x).detach()\n",
    "        \n",
    "        quantized = quantized.permute(0, 3, 1, 2).contiguous()\n",
    "        return quantized, loss\n",
    "    \n",
    "    def get_code_indices(self, flat_x):\n",
    "        # compute L2 distance\n",
    "        distances = (\n",
    "            torch.sum(flat_x ** 2, dim=1, keepdim=True) +\n",
    "            torch.sum(self.embeddings.weight ** 2, dim=1) -\n",
    "            2. * torch.matmul(flat_x, self.embeddings.weight.t())\n",
    "        ) # [N, M]\n",
    "        encoding_indices = torch.argmin(distances, dim=1) # [N,]\n",
    "        return encoding_indices\n",
    "    \n",
    "    def quantize(self, encoding_indices):\n",
    "        \"\"\"Returns embedding tensor for a batch of indices.\"\"\"\n",
    "        return self.embeddings(encoding_indices)      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "155bed15-342e-42ed-ae12-ceda54ad0a79",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Encoder(nn.Module):\n",
    "    \"\"\"Encoder of VQ-VAE\"\"\"\n",
    "    \n",
    "    def __init__(self, in_dim=3, latent_dim=16):\n",
    "        super().__init__()\n",
    "        self.in_dim = in_dim\n",
    "        self.latent_dim = latent_dim\n",
    "        \n",
    "        self.convs = nn.Sequential(\n",
    "            nn.Conv2d(in_dim, 32, 3, stride=2, padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(32, 64, 3, stride=2, padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.Conv2d(64, latent_dim, 1),\n",
    "        )\n",
    "        \n",
    "    def forward(self, x):\n",
    "        return self.convs(x)\n",
    "    \n",
    "\n",
    "class Decoder(nn.Module):\n",
    "    \"\"\"Decoder of VQ-VAE\"\"\"\n",
    "    \n",
    "    def __init__(self, out_dim=1, latent_dim=16):\n",
    "        super().__init__()\n",
    "        self.out_dim = out_dim\n",
    "        self.latent_dim = latent_dim\n",
    "        \n",
    "        self.convs = nn.Sequential(\n",
    "            nn.ConvTranspose2d(latent_dim, 64, 3, stride=2, padding=1, output_padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.ConvTranspose2d(64, 32, 3, stride=2, padding=1, output_padding=1),\n",
    "            nn.ReLU(inplace=True),\n",
    "            nn.ConvTranspose2d(32, out_dim, 3, padding=1),\n",
    "        )\n",
    "        \n",
    "    def forward(self, x):\n",
    "        return self.convs(x)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "88292140-70c2-432a-b142-ba9669bcd913",
   "metadata": {},
   "outputs": [],
   "source": [
    "class VQVAE(nn.Module):\n",
    "    \"\"\"VQ-VAE\"\"\"\n",
    "    \n",
    "    def __init__(self, in_dim, embedding_dim, num_embeddings, data_variance, \n",
    "                 commitment_cost=0.25):\n",
    "        super().__init__()\n",
    "        self.in_dim = in_dim\n",
    "        self.embedding_dim = embedding_dim\n",
    "        self.num_embeddings = num_embeddings\n",
    "        self.data_variance = data_variance\n",
    "        \n",
    "        self.encoder = Encoder(in_dim, embedding_dim)\n",
    "        self.vq_layer = VectorQuantizer(embedding_dim, num_embeddings, commitment_cost)\n",
    "        self.decoder = Decoder(in_dim, embedding_dim)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        z = self.encoder(x)\n",
    "        if not self.training:\n",
    "            e = self.vq_layer(z)\n",
    "            x_recon = self.decoder(e)\n",
    "            return e, x_recon\n",
    "        \n",
    "        e, e_q_loss = self.vq_layer(z)\n",
    "        x_recon = self.decoder(e)\n",
    "        \n",
    "        recon_loss = F.mse_loss(x_recon, x) / self.data_variance\n",
    "        \n",
    "        return e_q_loss + recon_loss    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f2a5b4e2-e2f9-4cab-91f3-a550bd1e0e48",
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 128\n",
    "embedding_dim = 16\n",
    "num_embeddings = 128\n",
    "\n",
    "transform=transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "])\n",
    "\n",
    "dataset1 = datasets.MNIST('/data', train=True, download=True,\n",
    "                       transform=transform)\n",
    "dataset2 = datasets.MNIST('/data', train=False,\n",
    "                       transform=transform)\n",
    "train_loader = torch.utils.data.DataLoader(dataset1, batch_size=batch_size, shuffle=True)\n",
    "test_loader = torch.utils.data.DataLoader(dataset2, batch_size=batch_size)\n",
    "\n",
    "# compute the variance of the whole training set to normalise the Mean Squared Error below.\n",
    "train_images = []\n",
    "for images, labels in train_loader:\n",
    "    train_images.append(images)\n",
    "train_images = torch.cat(train_images, dim=0)\n",
    "train_data_variance = torch.var(train_images)\n",
    "\n",
    "model = VQVAE(1, embedding_dim, num_embeddings, train_data_variance)\n",
    "model = model.cuda()\n",
    "\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=1e-3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7d45dae1-2cfc-41e9-9702-347cafb890fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start training epoch 0\n",
      "\t [468/469]: loss 0.5232479572296143\n",
      "Start training epoch 1\n",
      "\t [468/469]: loss 0.32591772079467773\n",
      "Start training epoch 2\n",
      "\t [468/469]: loss 0.30389508605003357\n",
      "Start training epoch 3\n",
      "\t [468/469]: loss 0.271793007850647\n",
      "Start training epoch 4\n",
      "\t [468/469]: loss 0.2553139328956604\n",
      "Start training epoch 5\n",
      "\t [468/469]: loss 0.22822917997837067\n",
      "Start training epoch 6\n",
      "\t [468/469]: loss 0.22137945890426636\n",
      "Start training epoch 7\n",
      "\t [468/469]: loss 0.21439379453659058\n",
      "Start training epoch 8\n",
      "\t [468/469]: loss 0.21466213464736938\n",
      "Start training epoch 9\n",
      "\t [468/469]: loss 0.18917405605316162\n",
      "Start training epoch 10\n",
      "\t [468/469]: loss 0.19762268662452698\n",
      "Start training epoch 11\n",
      "\t [468/469]: loss 0.20616556704044342\n",
      "Start training epoch 12\n",
      "\t [468/469]: loss 0.20343711972236633\n",
      "Start training epoch 13\n",
      "\t [468/469]: loss 0.18520262837409973\n",
      "Start training epoch 14\n",
      "\t [468/469]: loss 0.19428682327270508\n",
      "Start training epoch 15\n",
      "\t [468/469]: loss 0.1836230456829071\n",
      "Start training epoch 16\n",
      "\t [468/469]: loss 0.19211333990097046\n",
      "Start training epoch 17\n",
      "\t [468/469]: loss 0.18345822393894196\n",
      "Start training epoch 18\n",
      "\t [468/469]: loss 0.17673224210739136\n",
      "Start training epoch 19\n",
      "\t [468/469]: loss 0.17662259936332703\n",
      "Start training epoch 20\n",
      "\t [468/469]: loss 0.17590013146400452\n",
      "Start training epoch 21\n",
      "\t [468/469]: loss 0.17202043533325195\n",
      "Start training epoch 22\n",
      "\t [468/469]: loss 0.18082444369792938\n",
      "Start training epoch 23\n",
      "\t [468/469]: loss 0.1747235208749771\n",
      "Start training epoch 24\n",
      "\t [468/469]: loss 0.17781788110733032\n",
      "Start training epoch 25\n",
      "\t [468/469]: loss 0.17231176793575287\n",
      "Start training epoch 26\n",
      "\t [468/469]: loss 0.17326878011226654\n",
      "Start training epoch 27\n",
      "\t [468/469]: loss 0.18141943216323853\n",
      "Start training epoch 28\n",
      "\t [468/469]: loss 0.17334502935409546\n",
      "Start training epoch 29\n",
      "\t [468/469]: loss 0.16256922483444214\n"
     ]
    }
   ],
   "source": [
    "# train VQ-VAE\n",
    "epochs = 30\n",
    "print_freq = 500\n",
    "\n",
    "for epoch in range(epochs):\n",
    "    print(\"Start training epoch {}\".format(epoch,))\n",
    "    for i, (images, labels) in enumerate(train_loader):\n",
    "        images = images - 0.5 # normalize to [-0.5, 0.5]\n",
    "        images = images.cuda()\n",
    "        loss = model(images)\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        if (i + 1) % print_freq == 0 or (i + 1) == len(train_loader):\n",
    "            print(\"\\t [{}/{}]: loss {}\".format(i, len(train_loader), loss.item()))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e43a7b96-a80a-49e6-8398-41916ec4eaac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xWCxwOBzw+/0IhULI5/M4OTlBPp9HtVpd6IX3pmA0GuH1erkBlw7yTqcTXq8XNpvtWq9DmRbq4g8Gg5AkiQ8x1HRzm5nbeQM5vVJljGhnkiTdqsrKaDRCp9NBo9Fg3X6LxcIZbAoWVUyDtK+paU6SpAsHS5JjzefzqFQq6PV6C5slvAxEQ6AYZH19HY8fP+YGXb1ej9FohHK5jPPzc04OHR0d3fp7o0NQPB7nirDZbMZ4PEY2m8Xx8TELDCxDooqSRX6/H/F4HM+ePcP6+jrMZjMH0iIo263X65m2tIi49V1CkiSEw2HOePp8PrjdbgwGA0iSNJXBHo/HkCQJ4/EYlUqF+cCU7SYaw21ANC8QNVcXsXuXqBrj8RjJZBLffvst6vU6ut0uK4QcHh6iXC5fW97NYDDA5XIhEAjA5XJNKYcs6uSfdxBFhKg4xG8fDodTm6N6kHnDKd3a2uJqGVEK3iYQo80YAB8gW60W8yHb7TZyuRyazSZX3RZtfXhbiGYlTqcTdrudVReq1SoAsF7wTYK4xFR5kCRp6l4QOcMqwONAND5Khsziq/f7fZTLZWSzWZRKpVs3UrkPUIKCqrlOpxMul4uzpQDQ6XSYEpLNZm9VmUZs7nM4HAiFQojFYnC5XOh0OigWiygUCsjn88jn8wtPs6T7V6vVwmazIRqNYm1tDeFwmA8UYgJQBK3nOzs7aDQa7LRLFfZFmau3HmC7XC58+umn+OCDDyDLMkKhEGRZZn41BXZ0eh4MBvjkk0/Q7/eZ6zgcDtFut1EoFG6NFyUG89lsFt9//z3/PZLKWRQQVUOv16NQKCCbzcLpdE7RcqrVKlKpFJrNJl+Lq2C1WrGxsYGnT59yZuQ2GptUvAEFNC6XC06nkzOG3W4XiUQCe3t7KBQKK0VVuAwejweffvopPv30U3YApHLj2zTEEaWN1h/iPnY6HaaIHBwcoN/vQ6/X3/rBfx5gNpt53V5fX0c8HkcsFkOhUMDe3h6X2W+aqkRqGCRP6Xa7mSIiZs/VNWhamtLj8eCjjz7C7u4uy7Mq0Ww2cXh4iP39fZyfny8lzYxMkYgqs7a2hvX1daZQAkC1WsXXX3+Nr7/+Go1Ggw+Mt/V+nE4nzGYz1tbW8PHHH+PDDz/kxFc2m8Xe3h6eP3+O/f19dDqdhV7bqZ/FYDAgFovhV7/6FZ48ecK8c6vVOkVbEuHxePDzn/8c4XAYyWQSn3/+OVNFFomPficZ7FAohI2NDUiSxBI01wFlh8it7jaDCeJ493o9WK1WnJ+fo9vtshHFImE4HKJerwN4XdJuNpswm81T2XjRhvU6oGCPrHZJPUDF7YH0zClrR9kA6lVQta/fgOTjNjc3AeCdy92UwVb+brfbhcfj4YqPx+NBPp8HgFvdlOcB1DTncrnYBMNms6FSqaBeryObzaJcLt94Bps2X1H+U0kRGY1G6jr0/0FNfWazGYFAAPF4nEUFlOj3+6hUKmwktoy9TaLyks1mmzJwIXS7XeRyOZydnd26tjpdG2rYpab1YrGI8/NzzmDT1+FwuNBrO5l8kXkOVRiJ6iXS7JTrLa3n1Gchy/JCHqhvPcBut9s4OzuDw+FgzWRJkjjIG41GLJ9DiymVwmmBpUwpXRSRs008q6v42SL9gegoxOmm1+/3+zAajRgMBuh2uwgEAuj1etDpdLfa7HDbIC47AB5zUZ3lKtCNYTKZmCdmsVi4zEWvSVSaer3Oj3a7vTCnzHmFyWRCIBBgXrFGo0Gv10On00Gz2USj0Vhpe3Sr1cqd+FtbW7BarVNyTtddiGlNEL8fj8cso0XrBGm7e71e7O7uwmKxIJPJoF6vL10GUFSw8Xg82NraYs6oTqdDp9NBvV5HJpPB6ekpcrncjQcnYv+O3W5XXTWvAAWTJKNID4vFciFBRJXier2OUqmEer2+NH0cYibfYrFw1UM0WROr0qenp9wLdhvNsiItxOfz4eHDh/B6vdja2oIsywDe8OGLxSJqtRpX7ReJCjEL1Jxss9kQDAaZZnYdEzribNOe9+GHH8Lj8UzZ2YtJUWA+m3NvPcAuFov4/PPPcXJywvIskiSxAx3Zb1Nm22q1chBOdrxUSvB4PKxXSXQOkgG8Sh2AslmTyWSKdmIwGLjUKFJWbDYbarUanE4nTk9PkU6nUS6Xb3uobgXD4ZDF88VxuI54u8PhwLNnz+Dz+fDgwQPEYjF4PJ4p5RDq9G+1Wkgmk0ilUkilUqrT2g3A6XTi2bNnePLkCex2O3Q6HarVKkqlErLZLNLp9EqPczAYxGeffYbNzU3E43GW1CNJyutCLDuS9fxoNILRaIQsy3zot9lsGI/HePDgAVwuF9rtNr744gukUilks9lb/KR3D1HB5uHDh/jss8/YCMNsNqNSqSCZTOLLL7/Ed999x86vNwkyyqKgRNUwvxx0vejQGQqFEA6HOftPoKCt1Wrh7OwMBwcHrNa1DCBKmF6v54NhNBqdcrEsFov4l3/5FySTSZycnCCdTqPdbt+KyY5IC3n48CH++q//Gg8fPuR+JuB1lfn09BTHx8dIpVKo1Wos7LDI6jgUP5BSCsV+oh/HZSBK6mAwwPr6Ora3t9Fut3F+fo6vv/4a2WwW+Xwee3t7KBaLc8vNvvUAu9PpIJlMotlsQpZl1Ot1WK1WtNtt5PN5dDodSJKEQCDAup29Xg+yLKPf73OHKXHxjEYjb4YajQZmsxmyLF9JOxEHfzAYQKPRoN/vw2QyMd1B+Z59Ph875f2YtNc8gz7zu8BkMsHn8yEWiyEYDLIsl1I5pNVqodFooNFooF6vo9FocAOYincHZQCi0ShTcrrdLnPzxEa7VYTVasXm5iaePn0Kj8cDq9XK//e2xgRiRY1oVOJrUCYKeM1JdrvdAIBarcaZqGWCqGDjdruxubmJ3d1d7oehDHY2m0UqlWL62U1Cr9ez5raYgVRxEeL1slqtkGX5wrwUkyuDwQCNRgOVSuWe3vHtgBrriFJEKkKkQgO8iUmIfy5KFN40RFqI1+vFw4cP8ezZM25eB96IEhSLRVSr1YXiGF8Fih+i0Sj8fj8zEK5TWSRKKgC43W74/X4Mh0Ocnp6iVqsxveTk5ITNaOYRtx5gk6A9ADZnkCSJif2UwR4Oh+w01Wg0WL6lXC7DZrNNiZB3Oh2USiX0ej32sr8quyHSQkQrcI/Hg52dHbjd7ik3MpKzI4H3eb14twFRMYB4fOvr6wiFQhxcA+CSYrPZRDqdRqFQQCaTYcrCPJ4mFwEi5YmqOHa7neenqFMuNgmvCqhBiYIvq9UKi8XC9A3gevzrXq+HRqOBfr+PTqfD1TQxwLZYLBy4m81m7nwXYTQaWYJUfM1Fh9lsht/vh9fr5fKuTqdDo9HgTS6RSDC94KbmobgO0x7gdDpZ+WGR+Jd3CWVD9KzDCCVDiB6yLLQQEcTdtdlsWF9fRywWQzgchtPpxGg0QrPZZDM0kgS+TZ4z9S/Y7XaOY4hXXKlUWJYvl8shm80uPB9epN3Ksgyfz4dQKMRurMCb3jrlPmYwGHhtF0G0H+B1VSsQCPAh0Wq1stziPMYctx5gd7tdZDIZbkohPpJYiqUSLF0c4v6ROxudAMn9RzR6kGWZeZiXgaghZC1NUnWPHz/Gf//v/50DR3IlJD4x2YEvcqPB28JisSAWi8Fms2F3dxe//OUv8fDhQ+bP0/hQMJLJZPCHP/wBx8fHFySf5m2yLwJoQaYO+GAwiHA4zA6nxBUcDAa8EK9SkC06oMViMQQCAXg8HqZyiFm6q1Cv1/Hy5Ut2HU0mkxx0UAbJbrcjFouxi+aHH37IZV2CzWbDo0ePMB6PUSwW+TUXHU6nEx999BGbYHg8HhiNRlQqFfz2t7/FwcEBBwU3OQ9JOUSn08HhcCAcDmN9fZ33AxWzYbVasba2doEOIaLT6SCVSqHRaCCdTqPb7d7DO71duN1ufPrpp2wo89Of/hShUIjv6/Pzc5ydneHVq1d48eIFut3urSp1UMOp3+/nQF+WZVQqFTb62dvbwzfffIP9/X2mvy4qdDod71/BYBCPHj3CRx99xMki4I1EJDWMk9iCzWZDOBy+UHmh6uFkMoHP58MHH3zAHPbvvvsO2WyWY8l52wtvPcAmDvC7gLJVZP5A0i6ki9hsNmGz2fjEehkomCfuGVnD6vV6PsEaDAbelOn53W6XT1qrAuKaer1e+P1+xGIxrK2t8eGHMkh0Cm02m8hkMjg5OUG1WmUum4p3Ay0mVM2hcm+n05niCc7jYnIXEK3MlRlsCrAJVwXZvV6Pu/fL5TKOjo5QqVSmDo8ulwuj0QhOp5PpOcrXJIObcDiMyWSy0HQyEdRgG4/H4fV6YTabodVq0e12cXZ2hr29PTQaDZb5vClQtorUB0j9AXh3ZZhVADWEkv77ZRnsZrOJSqWCZrO5lBlss9mMcDiMzc1NBINBRCIR+P1+3qeazSYnz8gi/S4y2A6HA7IsczwzHo9RrVY5e03a14sOcf+SZRlerxeBQGDKRXc0GvHBhg4U/X4fGo3m0jlJ1UnKYPf7fWSz2akeunmsbs21HZnY3S9apRN1Q7RQv2qxINUR+p7KNCRhRItRt9uFRqNBvV5HoVBAoVBYOSMPnU4Hq9UKm83G5Rel3jVJPJF0YrlcRrVaXdpF+y5BCzI9qFxGc3gwGLAh0qpApM04nU7ePNfX17mB6DLDAjqM0EZKJfJ0Os0NTrVaDblcjs2ZxPKlxWJBp9OBLMusIS8qFZCR1mQygclkQi6Xg06nm1qvFuVaUcO4wWCAz+eD1+vl6sBkMuFDHinY3IZSEGX8qMGdstaU8CDuMK3/11FDWgXQwZMCuVkSaO12G5lMBplMBufn50vT2HgZxHlBCaF+vz+V7bzJuUMN1kQnM5lMiEQi2NjYQDgcRigUYopZu93G6ekpTk5OcHZ2dmv+HncN6gWgxAcpwo3HY7RaLYzHYxQKBbx48YIPOCQ64fF4WA5VpOSR3B/1fhFVzOl0YmdnB8PhEJVKBYlEAtVqda4aHuc6wKbNTqPRcCmBKArEk6Qg+yqtajHzYbfbOeMdCoWYgkINjb1ejxsgfvjhB7Tb7YUu2bwtTCYTZ+Soc5/GloLsVqvFVt1kLZtIJDj7p+LdQRQI4r5SgEH0plarxRnWVYFIm9nY2MBnn32GR48e8b1MAcWsNYB4l6RaRLzh09NT/Pa3v8XZ2Rn3ZVAwTA+LxYJqtQqLxYLRaMTlZqqs6XQ6uN1ufPLJJ3jy5AkSiQT0ej1OT09RLBZ5E1kUNQAy2XE4HNjd3cWDBw+ws7PDfMdyuYxCoYDz83Ok02kOWm4SRE2JRCLY3t6G3W5nd10yRCFpxE6ncyvKD4sIMgNaX1/nAAWYbvAvlUr44osvWHlhmfXbab8X1cPa7TZLm4qqQTcRiFFzpUajgdfrxYcffgi/349IJIJPPvmEqQ/UuFcoFPDP//zP+PLLL9msahlgMpng8XjgdDr5cG40Gller91u4+XLl/hf/+t/4dWrVwDexBU+nw9PnjyBz+dDIBDABx98AL/fz1Rhog5bLBZMJhOsra3hs88+w0cffYSDgwP8n//zf/i6zkuj6FwH2GIGmwJpJd52kTeZTHw6stls7Hff6/XQ6/VYEaNUKqFQKGAwGKxcBttisbCG6qzGItLtJFH8arV64xJdqwqxpEjZRGA6g71qWTux7Oh0OrGxsYHd3V3OuNIcnVUipMWWguh8Po9iscgSXWdnZ1P68CK63S5XvMitUeQbkyRYKBTi3z05OeE1i7IvVL6c92sm6k5T9trtdk9JqpIG+23pfovUFMpgU4DfbDZRrVbRaDT4kDkvmar7hpjBVmpfU5DdbrfZFrzZbC59MkQpSUuSpmKP0E3NHVp/aP8kzfhIJMJ8cGrim0wm7La8v79/I39/XiCa+1D8QNS9druNWq2GbDaLFy9e4Ntvv52qTvr9fuj1euZnr62twW63A3jT3yEqmDmdTmxtbcHv93PPzLyZ0cx1gH1TEEu6NpsN8Xgc0WgUsViMzSmoAaJcLnOmZFWCGavVyg6NsVgMGxsbLK1DGVTiW1N5PZFIIJlMIpPJLH2p8S5BQRs51tFG2ev1mKt3G6Ye8w5aMPV6PeuwX6YqQbq+dBCkZqJKpYKTkxO2JSaKw2VBmmjS1Gg0cH5+Drfbzc04BoNhSvXCarUiEonwBrC3tweTyTSlTDLPMBgMcLlcbEdOvPbBYIBisYh6vY5isXjjc0/cZGVZhsfjgd/vh8vlmqLvEV81l8vx4WeVedm0Vuh0Otjtdn6IFBFRdWgwGDDFZ9WMwEhlRavVIhwO49GjR8zdFQUQqNp1HYiVLJL8NRgMiEQi2Nra4iowJUrIgZf418tMpxQDYeD1/Ut7V6FQmDKHoeCZ+mJGoxH32nU6HXYvpufTmi+agtHXeTtwr0SALYrPR6NR/OpXv8LTp09ZY1Wj0aBareKbb77B8fExy851Op2FKe++D3w+Hz777DOsr6/D7/fj8ePH8Pl8kCSJG4yazSYODw9RqVRwdHSEf/7nf8bJyQlnlVTcDCjICQaDUwFGrVbD999/j4ODA2QymZWqGFAQS86KpCp0mWEBBWPNZhNHR0f4h3/4B5ycnKDT6aBSqaDdbnNW9irFG9GkKZVK4auvvkKpVOKDuSzLXBoGAL/fj08//RTdbhfffPMNXr58iUqlwuXKeQ9oLBYL1tfXsbW1hUgkwhmhdruNV69eIZlM4vj4+Maz1yIFKBgMslYw8TjH4zHK5TK+/fZb7O/vI5vNcqAyT5vpXcNsNnNiJB6P80Ov13NihOgRRJGgxt7boPfMM0gdazAYcN9GPp+fopsWCgW8fPny2s7N5FBI/TJEA/F4PNje3mZpOur1qlarODs7Q71eRyKRWBretQhaD0mqj9bner2O58+f4/DwEOl0GvV6HcCbIJkOH/v7+zAYDOh2u3j8+DHsdjtGoxH7DtDvkJwyHRypN2neqlorEWCL4vM2mw2xWAzb29ssRg+8OWGdnZ2xM+EynzBFyLKM9fV1PHnyBG63G+vr63C5XJxZAl7TQiqVCnK5HDKZDM7Ozph3vUoL9W2DDoOkvUwZbJqfqVRqKgOwKqASLM1JpVaqCAqMqUt/b28PL1++RL/fR7vdvvZ9LZo0kXIRycjR+IvUFKo6TCYTFAoF7u+YTCY/6lw2DzCZTHA6nfD7/eysq9VqmX+dyWS4fHuTUCoPUAbbYDCwuhNVcE5PT9k/YV420fsCSaJR5trhcHBJnUAJIqJBkUnVqoEs5AFwE3IgEJhydk6lUqxNfR04nU7EYjE4HA6mrtE1IKlbEePxmAUUyK1xGSFW9QBwD0U+n+fkpbiG0H1MVD4ACAQCaDabbERITALxNcW5raQDzcvasBIBNjXuybLMWtpEmBe5rdQlvwpNZESbIf1vksOictYsQ5nz83Mkk0nWIL9Jg4lVBpUY9Xo9W+iGQiE4HA4OFuv1OqrVKmuzr8rh77oQaRjFYhHHx8fI5XJIJBJs/vI+dC8y5ygWi3C73ajVamg2m1Nl+kUFbYYkh0ryh3SI6fV6bCRVLBZvPDAgzXeSmSPHXgCs+kAGIcssMfe2IFMwu91+gXdN6Ha7nDC6DXrPvKHf7yOfz3OFiyTgRJlZqphoNJoL9K1WqwWfz3etvyV6cNhsNrjdblitVlitVr4WIgWlVqshlUohnU7j/Px8KTnwZA0fCASmKrDU3+HxeNDr9X7UlZWM1qgX7KoG9nq9ztSeeYtJViLAttvtePz4MUKhEHZ2duDz+bgTlcoLrVYLlUoFhUJhJRZwasYwGAxwu90IhUKIxWIwmUyQJAl6vZ6z08PhENlsFl999RVevHiBSqWCcrm8kkYntwGyRBetvx8/fjzVG0CyckdHR+j3+0u5OL8Per0eNyIeHBzgN7/5DQ4PD1GtVpFOp9Fut9+L7kWyWpVKBVqtFslkkikMFBQuIih7TDzeQCCAaDQKq9XKNINGo4GXL1/iD3/4A/r9PhqNxo2+BzLrCYfD2Nra4vEUpQ4pe01VM7Xv441iA6kOzdJgbzabePnyJbLZLF6+fHnj127eUKvV8OLFC3ZpXF9fZ6oTNd2RUpMo3TuZTNDv9/Ho0aNrHyBFV1mi5RA9gu6d4XDIspJnZ2f4t3/7N+zv76NSqSwltVKWZWxtbWFnZwfhcJgNAImiQ4m9vb29K1+H6E+RSARms3mmyRQdHs/Pz1mhZN5ikpUIsClDEg6HObg2GAysJ0yBZLfb5ceyZ7BJW1IszdJCZDQauRRD2f1Wq4VsNouzs7Mp0xMV7w9SALDZbHC5XPD7/QgEAuh2u6ze0Gg0UKvVUK1WWZ5SxRuMRiNu4CqVSjg5OcH+/j6P3fuOF+kvE12iXq+j0WgwF3BRQRseUeisVivsdjs3OAJvMtjn5+e38h5MJhMf8j0eDwdCpFtMUqlUxVHxGuRZYLfbpxqiRYiGSqVSaWlpCQSaq91uF263m/stxPuUxg24qDYRCoWuXeWa1WCt/N3xeIxer4dut4t6vY7z83MkEgl0Op2lTJJQDxHRzMQMtt1uh9vtRqFQuJLiB0yrkRgMhksz2LQuUKVi3tbipQ2wxcZGj8eDSCSCtbW1KfOCVquF09NT1Ot1HB4eolQqsXzRvF2om4bVasXGxgZcLhc2NzfZ/UtUZhANZYrFInf19nq9pR+fuwTxA10u15T5Ua/X4wCDeIKroGrzY5glyddoNLC/v88bWKlUulUnVuV7EGX4yGyCdImpsXIeN1T6HEoHReB1NnAymdy64gHx2iVJYmlDYNrxrdPpLH3S421BVUglpUfkoXY6HRQKBaRSqZWgiNBBGwCy2Sx7WYjGJUStoQw0mcKIqhSkmnXVgUR0ISRHaaXN93A4RKvVmgoEl3kPJRv0fD7PCkTA9FylplCiflAATVUG8jughB9JnQ6HQ26c1Gg0MJlM8Pl8GI/HaDabLFF5mezqfWBpA2yxw/rBgwdsBiEqY+TzefzjP/4jDg8PuYSWz+en5LmWFX6/H3/5l3+JBw8ecFnYYrFMKTO0Wi0cHh4in8/j1atXyGazKJfLU86YKt4fkiQhFAohEokgGo3C4XBAkiS022229aVMNo37qgbZFNQqA+zz83P87d/+Lb7++mu0220UCgWustzEXBUDaro/xOCUHrSou1wu/OQnP4HP58Px8TFfw3mDMoNNlaxarcbJh9tQDhFBB0ySQBQbq8vlMpfTV8mP4DogigjJwRFFhPYv6kcgzeHb1C+fF/T7fZRKJXYWLpfLfADx+XxcKYxGo7DZbAgEAnj27Bl8Pt+Uq2CpVMLh4SHK5fKlf6tcLuPo6AiVSgWPHj3C3/zN3+DBgwdTz+n1esjn8yiVSshkMux8vKx7aKvVwvHxMWftHz16BAAcDBuNRlSrVfj9fpTLZUiSBJfLxR4Ha2trcDgcWFtbY3oIsQzG4zGvU9Tg++DBA0QiERgMBnzzzTe8T1ar1bk4TC5tgC0adrjdboTDYcRisSnpmFarhUQigefPn7NO7jJK58wCubY9fvwYNpsNdrv9QtmGMti0QKyCOcF9gAIMp9MJm83GWRaNRnMhg72qgbWIWaXZZrOJg4MDfPPNN3fyt8WvszLZkiQhGAxCo9Gg2WzO5BDOC5QyiEajEZPJBPV6HblcDpVK5VaDW+Ksms1mGI3GqQw2mX+tAm3vbaHValkuUqSIUCaWuOrFYhHZbHZKpWFZMRqNmJ9PtAxq3g0EAnyQGwwGcLvd0Gq1U5rMRBdttVqsuX4Zstksvv32WxQKBWi12pmHF5JHJErZslJDCP1+H9VqFQaDAV6vdyqDLUkSxuMxbDYb969YrVa4XC7Isgyv18s9GH6/nw/blJEeDodTlUI6YNrtdmSzWT5I0d+bByx1gE1dq2SzqdVqpxr3KDNSq9VWQpZPbPSgbBFNdpqQomxRsVhEKpVCIpFANptd6oXhPiHyzSRJ4gCDFqtCobDSGTyl/e6sZq7bBnXBy7IMt9sNu90Om802db1EPe1Op4Pz83OcnZ1xcDOPIDqBqKREpXGDwcBd/NTAdVMyWKL5F2Wx/H4/HA4H94CQgg4ptiz7+nwdiNRHt9sNn8/Hmvl0X4jawoPBgB0M+/3+Sh3QRSdosRdjNBrBaDSiUqmg0WhAq9XC5/PxgWQ4HKJcLrPvw2Wo1Wr8fLonSJmEZCRLpRLOzs5WxpSNmjr1ej1qtdqUZbnZbIZGo4Hf78fTp095/XQ6ncwsiEajTCOhTHSj0WBfA4fDgXg8Drvdzg65FNf4/X5Eo1HukZmHZOnSBtgWiwXRaHTKsVGr1aLf77NTYyKR4Ml/mRX7MoE6eR0OB7a3txGPxxEKhbixEZg26Xjx4gU+//xz7O/vo9VqzWWJexlgNBrhdrsRDAbZnAB4U2HZ399HJpNZSf1a4I3KRDQaxdbWFmRZvhAo3HbgIEkSYrEYfD4ftra2EI1GEQqFmDuotF6uVCr46quv8N133821YgApKY3HY+61yGazGAwGkGV5SuKU9GjFTfNdoeyR2dzcxOPHj3mzBN6U109PT5HP55d+fb4OzGYzAoEALBYLtra2sLu7i2fPnnGDKvDmmpK1PTVIU4Z2VUBUGY1Gw+NBzf0nJyc8B3/9619zMx6ND2Wxr5pzxAWmwyDd+5QY6XQ6ODo6wr/8y7/g1atXLDO5zOh0OqyX73a7Ua/XOTHncDig0Wi4mtDpdC5wsCVJYqOZWq2GfD6PZDKJzz//HKlUCltbW/irv/orbG1t8Zwn+gmZByYSCeTz+bkY66UNsEl2ijK1ZGtMWRExe91oNNgVaJkhZvVdLhefFEXajGjSQbyx09NT1VDmFqE0l9FqtSwbVa1WUSwWUavVVjaDTQeQUCgEt9vNAe1dgrK5Xq+X7x3S2hXLlsAbYwVRdWdeqz9ilq/f73MGW1QZosYjCkJmUXTeFqL5lyRJcLvd8Hq9U8+hBjFqDlMpIm+0r51OJ5xOJ7xeL3w+3xRVaVYGexXXbnFu30YCzWw2w+VyMfWBQDQVijPIAXUV5FUpg030HNKmFm3lrVYr/H7/1O8p13OiplarVZyfn2Nvbw+Hh4cYDof42c9+hlAoBADc3CtJEvx+P2tj30eVcxaWLsCmhcZsNnOAbbfbOWhpt9vIZDLIZrMs9k7lnWUsn4muSiSMHw6HEQwGubwtLs6i3BlJHM2bePsyQDT6kSQJdrudS2XiAl0ul1eeImIwGDiYILWb24JIXRCzK16vF7FYDPF4fEqJSITYjENZ4XlXfaF1jzi7lPU0mUxsX+71erl5q9lscgPpdaDT6ZieRxxvUgCgxMfGxgZnX2e9P/HrqoMOJqT4JDrmEcgUqdVq3YhEpYrZIKUgh8OBYDDIawJlcUm9hYyuVmEfFQ811CBN6iHUWCqusaLyEuneU+Vqb28PhUIByWQS5XKZ4xLaE8k1U6PRsEt3r9eD0+mELMswm81TRj/3gaUKsGnxoWAyFothZ2cHTqcTZrMZo9EI5XIZX331FV69eoV8Ps8dvcu6gJMEll6vRyAQwEcffYRHjx7B6/XC6XReWKB7vR7K5TKy2Swbd8ybePsygHjXFDyGw2Gsra1Bo9GwvNz5+TkODw+xt7eHwWAwF5yy+wBRmx4+fMjyTrcF0ZmR+IEmkwkPHz7EJ598wu+BlIhEiCoEYlPqPK8vdCigeVev11GpVOB0OhEMBuF0OgEA//k//2d88sknyGaz+P7775HP56/1+jSGZBZB/TAmk4nl0UKh0JXuebTuzOsY3iVoftJ4UqAiggK8YrGITCazsuvGbcPpdOLDDz/E+vo61tfX+V4pl8v44x//iIODA5yfnyObzbKi0bLvoaT7rdFokEql8I//+I948eIFNjc38R/+w3/A+vo6x2jKILter3NQfXZ2ht/+9rdIJpNotVrsRnp+fo6joyMArzXLvV4v68BHo1E4nU602234/X6mldEB5z6wdAE2XTij0Qi73Q6Xy8VNfOPxGJ1OB9lsFqenp6jVatyMsKwQMx5Wq5UdG2lSKhdnGiPKYM+LnuSyQSzBkyWs3W5nrqBIZSqVSvf9du8VRM9wu93sMnpbENcPyuJarVbW0o/FYjAYDDCbzRd+V1QhGAwGnL2e9/VFzGL3ej10Oh3OXlssFng8HmxtbSEQCMDhcKBcLl/7M1E52Gq1MhWENK/p8EL6tXfNq19EiNQaymArQWV6auJTM9i3A3KEFP01iB6WyWRwcnKCcrmMZrO5MtVHZQb75OQE1WoVOp0OjUaD/0+sQlKQ3e/3+VB4enqKly9fIpFIcHWNGAjlchkOhwNWq5XHlfYISlhZLBZIkgQA99q7tFQBNjXkSJKEcDjMsmc6nY4F4Yl3vSrKIWazGX6/n+khxB+1WCy8OFN2dDAYIJvNIplM4vT0VFUOuUUQr1iWZXavMxqNTA/pdDorMT/nDbRp2mw2OBwObgqmDJXSjIloIOPxGPV6HWdnZ1waJU3WeXQYmwVSPpEkCd1uFx6PBwBYUYSktDY3N2G326/1mkQFoYyrzWa7kMEmwwklSNOYqmmryCNWggIIpVOeWClpt9scqJRKpZUJ7u4ClKgyGAzsuEv7qk6n42CQVHnmnSJ2myD328lkgmw2i4ODA0wmE5jNZrjdbta4pjFKJpM4OTlBKpVixRXl+FFvC1Ffc7kcB9JEDSbTHzpk3qfJ11IF2A6HA0+fPkUwGMTOzg42NjYQCoXQbDaRz+fRarVwcnKyUsohdrsdT58+RSgUwtbWFra2thCJRJg6AgDtdptNJfb39/Ev//IvODw8VJVDbhGyLGNnZwfBYBAPHjyAx+OB1WpFt9tFqVRinpkaVNwtqOwbiUQQDAbxwQcfsGqDz+e7YMZEjXj9fh+JRAL/9//+Xz6cJhIJ1Gq1hTGVqFar+Prrr3F6eop4PA4ArMAUCATgdrvhdrsRiUTeal7SJqnVajnrSgoAlImdxWknbfOvv/4a3W536U1SrgPyL9ja2kIsFuPgQjSXKZVK2Nvbw8uXL9mBV8XNgMbf6XTiyZMn+PDDD7G7u8tVLzJY6XQ6HNgtwuH6NkCZfL1ej3a7jclkwuvI1tYWPB7PlCrR6ekp/umf/gnJZBLNZhOlUumCsVq1WsU333yD/f19ZLNZ+Hw+dLtd2O12hMNhyLKMaDSKn/3sZwgEAjg5OWHjofvAUgXYlK2NxWIIhUJwOp2wWq1c9hSz1/V6/b7f7p2AHC1jsRgCgQA3AIigphiS6EqlUqpyyC2DMtiBQICDa8pGdTod1vFchMBsmWAymRAIBNhJ7PHjxwiHw5c+fzQasTpAtVrFyckJXr58iWq1OjduYtdFt9tFLpdDvV6HRqNBPp+HJEmYTCYIh8Msder3+6+tJCJWxwiTyYQzgWI1QAmyXc7lcpwZXHXo9fqphl+l9jVpORcKBWQymXvlny4jqILg8/ng8/ng9/tZvUJsZKQs9iqbgxHNEXidXT48PESpVEIgEIDZbGbzGKJEJpNJnJ2dTcUeyrGjNYqcHPP5PNxuN68hVCULhULQarVot9sz6Xx3hYUPsEm2iEo2sVgM6+vr8Pv97AJE5HhqOFgl2oPRaORxoYmtRKfTwdnZGVKpFFKpFJs6rOrJ+y5AWTyle524UarX4G5gtVoRDAZhtVoRj8cRDofh8XiupVgyHo/R7Xa5w71Wq6FaraLdbi+crJxokEFGG81mEy6XC+12G06nk7PN1+XBdzodbpYWQaoC1PQoy/KFsRbl5haBy35bIN61VqtlStkscxmS5CN6WaPRWMh5OM8wGAxT6mQ0ZweDAfd0lctlTuIRzWHVIdJFgNdrbrlcnjqYZLNZpkVetu+J/SI01vl8Hnq9ng/xer2eHSLtdvuNm2S9DRY+wCaFAZvNht3dXfzpn/4pHj16xCXIbreLQqGAr776Cvv7+8jn86jVavf9tu8MTqcTT58+xaeffsrShUqUSiX8/ve/xzfffIN6vY58Pq8qh9wy9Ho9ZFnmigJxUKnUS+otqxpU3CWCwSA+++wzbG5uwul0YmNjg6/LjymWDAYDrozlcjnOwtAGsEigz6LVatFoNJDL5WA2m9lhjbjUtGldB+VyGcfHxxdMH9bX1/Hnf/7nWFtb45IxqTAQRJfJVQ6wKWAwGAzw+XzY3t6+YC5DVKVOp4NKpYJsNot0Os0BjIqbgSRJiEQiTLUkik6n00EymUSlUsHR0RGSySSy2SxTIFYdIl0klUrh8PAQRqNxSiKZqoBXxR6i6hH1unS7XfR6PTx8+BAApnrwyuUyCzrclEnW22DhA2zqHvV4PAgEAohGo4jH41OctHa7zcohorPQKoBcjoh3PavrvN1uI5VK4ejoCL1eD61WSw2sbxnERzWZTDAYDFMZbLW8eLewWq3Y3NzE06dPWTXDYrGwXN9VoEW71Wqh2Wyi0WgsLP2MJLYAcKAGvO4XKJVKfOAgc43rIJ/P48WLFygWi1M/r1ar2NjYYCWjWUEgZapWfS0ixSFStZllLkOmMkSHpPmo4mZhMBjgcDg4g02VHKJZlkolVCoVNJtNdfwFiHSR9wUF5CQpTAdPMYNNFTFKCtykSdbbYCEDbNE8xWazcVmXTpS0YJNouViyUR3BLoKCPb1ej/F4/FZOeWLZZdbv0CYwyxBB/LmoKnAZxI222+2iUqmg0+ksZHbrMvMUcaGu1+uqAsD/h3L+KOeSuPGJsFgs8Hq93JxI5j4itra2EI/H4fF4OIihg89VHGHgtQQUZayOj4+X0s6elG0AsGzndZ3SLjNIUlZqZq3JOp0OFosFVquVM7GrGGyT+x09Zs3J4XDI9KRVdn29bej1etjtdng8Hq48ivK/6XQa+Xx+pZJ494V+v89sBK/XO8XHFs2sAoEAwuEw2u02crncnfZyLGSALZqnhMNh/OIXv8Djx4/hcrng8Xig1WrR6/WQSqW4ZHN6eopkMqmWbGaAxlOSJJYaui7HkjY+4kmKGyAFRdRhrcwG0s/1ej28Xi+ePXt2wS5ZCQqmM5kM/vjHP+L8/HyqjLwokCQJ8XgcDx8+ZI1g4HU1IZlM4tWrVygUChe4q6uOyw5rFosF0WgUOzs7Uz+Px+P45S9/yfrVZO4jQuRgk+MgBeKzjDxE5PN5/PrXv8aXX36JVqt1bQOWRQI1G4pujLMqYbMwGAxmHjpErWabzTYzwDYajXC5XAgEApxRX8XAhZr33W43/H4/zGbzhTlJSlDn5+c4OztTzWVuCeI6Q5nRwWCAUqmEH374AXt7e6pyyx2BVOEoIfjw4UMMh0M4HA7E43F22Hz69CkkSUI6nUa73b7TJMhCBtiieQrJsmxtbUGSJA5UaAEvl8uoVCqo1WrqpL8Eoi00ZbDf5ndFxzoSjRcz12KGXIRer4fZbIZer4fL5UI8HkckErn0b4kBvEajwYsXLzhoFx2hFgGiEZJYwhoOh5zBrtVqqnLCNSE2H4mIRCL48MMPsb29DbPZzAYqIsRSO4C3qoi0Wi0cHx/j+fPn7/8h5hRiBvumQBnsq3TCybXQYrFgPB5fO6hfNlAG2263s2maEqISlLpu3B70ej1sNhtcLhcfNEm5JZ/PI5VKceVcxe2CekY0Gg0KhQIKhQI8Hg+v5dSj4Pf7uVJ23crbTWEhA2ybzYaNjQ04HA7s7OxMObyR7EutVkMqlUI6ncb5+flKZj6uC7vdjkePHk0tFtddoImq0e12mQdIm6HBYOBNkgJJEVqtlnmuPp8PGxsb185g93o9RKNRlgGbpVQwb6CxoEWazDfeJiO4iuj1emycQQ5eyrlEPGqtVjsVHJNRDI3zrGw0HQjp+x8Lrsl+l96XWo6/GSivDTWKNptN9Hq9laSHAG8ofERZEvs1yH671Wohl8shlUqhWCyqAd4NgpIhpMhF+u2U1BmPx7wPqcohdw9qkMzlcuwIu7W1xVS2YDAIjUaDwWDADY90zW57TVmoAJsyTYFAAP/xP/5HPHjwAIFAgDvQh8Mha66enZ3h97//Pfb391GpVFTDlCsQiUTwX/7Lf2EZnbdxnxJVAkTNW7KTJr3nzc3NC9lFJQdblD36MXi9XjSbTQSDQWSzWXzzzTdzH2CTS6DVauUuZ1mWL20+VfEajUYDL1++RL/fRzQaZfklEX6/H5999hkbGtD8paZF6s1QBuAEsfryY3O/Xq/j5cuXKJVKePnypVoZe0fQeq6sIBAGgwHLcFHGexVBFD6LxQKTycRrBXF/R6MR8vk8vv/+e3z77bdoNpsL22g7j7Db7Xj48CG8Xi92d3fZGZm0mokGlc/nVeWQO4ZoQPP9998jnU7j6dOn2N3dRTAYhN1ux0cffYR+vw+Hw4Hvv/+e/QnuotKwkAG2LMvY2trCs2fPuFxjNpvR7XYxGAzQ7XZRr9dxfn6ORCKBTqejZrCvgCzLePDgwTv9bqFQgMViYddBMjYQtW39fj+ePn0Kn893Y++51+shEomwHe1dl37eBSS3ZbfbIcsyU0NEZ0AVF0GZYrPZDLPZPFO+0Gq1ThkoXRUoK38uZq8ve86s93N+fo5SqaRuprcEoqasOp+YKJF6vX6qJ2A8HnPVsN1uI5/PI51Os5qIipuB0WiE1+tFKBRiN1dKBJHsGzXsqsoh94Ner4d8Po92uw2fz4dOp8MZ7EAgAI1Gg2w2C5vNxtKrd7HnLkyATQ1xWq2WN1MaLOKktdttZDIZlMtlnJ2doVqtotPprHR5kbh55XL5UkOH9wGpYYglmMFgAL1ez7Qd0RCBcFUAI2bCL9OuTCaTKBQKKJfLaDQaC8E5JJ6wz+djFzaNRsPyaKPRCPV6nZUAyPBn1UEmDiaTCW63G51OB4PBgHsHblJ6iWQSxeBlPB6j3W6jWCyi1WqhWCxyE2omk1EP7ypuFSQ3ppSGo6x+r9dDr9djZ7y3qUCq+HFQgB0Oh+H1enkvIxULooaIVDGqzIpV2kVsxl8U0GF8MpmgUqkglUpxIsvr9bKQQCQSQaVSQblc5tjwNlXIFibAJt6qyWSC1+tl6RUKvIHXdIXf//73ODo6QiaTQSKRQLlc5om9iiBVCrfbDafTibW1tRsNsK1WKzY2NjgQEceZOK9Go3HKsEN0U5o1sRuNBs7OzlhWsVQqXchilUolvHr1CqVSCaVSaSGCHIvFgvX1dcRiMaytrbFqRa/XYw55JpPB6ekpEokEV2NWHa1WC4lEAqVSCQaDAeVyGe12m5tkf0yr+m1AvF/qRaByYjKZxOeff45kMsnl4FarhVardcFERcX1QBvbIsps3iUoMNje3kYwGORGfnIpJv11qtTetVvdsoMoIs+ePYPb7YbNZgPwxlymVCohlUoxRZH6j4g7Twpag8EAzWZT7dm4BdAeSg3Bv/vd75DP5xGJRPDJJ5+ws+NPf/pTBAIBHB8fs/AFJVVu455ZmACbrKUlSYLFYoEsy1MlYQAcoBwfH6NQKKycqcwskCoFyWzd9M1N+sPXhXJDnbW59no9VKtVlEolNBoNZDKZCzzXWq2GQqGwUJleGiul9jWdvmmjbDQaqNVqF2QPVxWUwaZ5QR3hwOvD2k0G2LTYUmaw2Wyi3W7j/PwcP/zwAw4ODvjnJE+pbpg3A+U6oAaJryEqV8iyfCGDTXOV5qMaYN8sRIoIqRCRNT0pldXrdd6DKGtNtB6j0chrvUoFvB2Mx2OO9SqVCjKZDMuK0l4hSRJCoRAMBgO63e6ULPFtqZDNdYBNA6TVauF2u7GzswOv14utrS22iO12u5zBPD09RS6XQ6FQWBjawG2j2Wzi+PgYk8kEgUAAOp2Oxdl/rLQu0nJI8uaq7He/358KPKjUPus5Iv1D+ZxarcYZbFIIUWawxcz2vJsHicL3ZFIgNnSS3BA14xLHWN0kX0NscKtWqzg6OuLDNikIXceo6Drodrs4Pz9Hs9lErVZDMplEvV5HMpnksqJYileDmXfHZZrmalb7DYh/TT4FZrN5SkVEVBIB3lQH1bG7G9B4ExUyEAhAkiR4vV6+VjS/qRqm8uNvF6Tbr9fr4XA4uLozHo9ht9uh0WiQy+UgyzIkSeLq+20ks+Y6wNbpdHxi3N7exl//9V/jwYMHbIsOvKYKfPHFF8hkMjg5OcF3333H5fVVb44BXhth/NM//RN+//vfIxqNIplMIhKJXLq5iTCbzXA6nSyzt7GxAafTeenzm80m9vf3US6Xp4JtEdVqFYlEAtVqFd1ulxcdEdSVTXbhFIyLGA6H6PV6HOjM66JFG6RWq2XX0Z2dHZYLAt5QIFKpFE5OTlSregXIZler1eL4+Bj/8A//gB9++AFOpxObm5twOp3w+Xx48uTJewfY1WoV3333HVKpFLLZLL7//ntuniEaD/Gz1UDw/TCrcU+0R191LjGtz0ajccqemw7mNFa0BlJCY5XH7C5Ba/RkMoEsy9jc3ITdboff78ezZ8/g9/tZcKHX6+Hk5IT7a1TcHprNJg4ODtiE7pNPPmEDQop9Op0OQqEQstksyxLfRkJ2rgNsypxSgLe9vY1nz57BbDZPZbCJFpJMJpHL5VAul9VF5v+j3W4jkUgAeD3xPB4P+v3+lAnMZbBarej1emwz/WOlcDo5ZrNZDp6VFJ1CoYAXL16gWCyi3W4vvVshjbNOp+MMttvthsVi4VIvZbCLxSJnsFW8AZVjgTcHtEqlAo/HA71ej1arBY1GcyOHrG63i3w+j7OzM6TTabx48QKZTOa9X1fFNCh4pDVIDLApuF7lQ6bSqMtkMrHsqbhmU+ZNzVzfD2jMqdlfq9UiFothd3cXkUgErVYLhUIBrVYLnU7ngn6/iptHv99HpVJBq9VCJBLhDLYkSew/4Xa7YbVab93Eaq4DbGpotNls8Pl8LG0mLjKU3apWq0wLUReZ2eh2u8hms2yscZ0MdrlchtlsRiaTQa1WuzKDXSqVcHBwgEqlwpJ9yqC8Wq2iWq2i3W5zQ86yQyzjUqaJDiAkr5XJZFSTiGuA7ncaU2pkbrVasNlsKJVKMJlMXPkyGAx8mKGqFlU/xM5/ug8osCZHPJVffTswGo3weDwIhUJwuVzQ6XTcWEqVAtUg7E1PADUzarVaruZR5Y7UEOaZJreMMJvN8Hq90Gg0bETTaDR4j2w2m6hUKkgmk6jVaup8viOIYgvVahUHBwfQaDTw+Xx8UDWZTAgEAojH45zYug0L9bkOsG02Gx48eIBIJIKtrS0Eg0E4HA5uIADeBI2U1VIn8OWo1WrcqHUdaTOdTsdlXL1eP9VgMwvUJU3SN7M42KIEH7kpLTPERkUK7Ejbt1gsYjwe4+XLl/jiiy/w6tUrdDod1bjkCtD9Ts52p6enMBgM8Pl8ODo6gtfrhcfjwcOHD+HxeOBwOBCLxWC321lRp1arTanQAG8C7EqlwsZJ1OCo4uYhyzJ2dnbw8ccfc9KE3Ni+/vprZLNZHB4erqxCi5iN7vf7KBaLSKfT6Pf78Pv9sNlsUw3sYpOdirsBxSf9fp+TJpQAyGazyGQyyGQy+MMf/oBMJsN9NipuF9TwqNVqkUgk8Hd/93f413/9V3zwwQfweDwsMvDBBx/A5XLh6OgI2WwW5XL5xt/LXAfYBoOBu3e9Xi9kWb7AsaQJvUhqEveFXq+HQqFw329j5SA2I4m88larhX6/j0KhgPPzc2QyGVWV4kdA0mRKVKtVTCYTuN1uhEIhdnrUaDS8JgyHQw6uM5kM9vf3cX5+zs8DXmediL5EG6aKmwdpmpMJhFar5UxtJpPB2dkZstmsWs0B2KG40WjAarVOZbDJ4GSW+ZKK2wW5FIuYTCbIZDLIZrNoNpsolUpIp9M4OztDt9tV5/MdgHoTRqMRqtUqDg8PYTabIcsy7x1msxl+vx/Aa1ng26LuzF2ArdPpYDabodfr4fV6EQwGEY1G4ff737uBSYWKu4YYXNfrdezv73NTEjVXnJ6eol6vq6oU7wEyVCLL8/39fZRKJTgcDhSLRdjt9il1mlKpxE6MIrrdLgfX/X5/JShM9wExaOx2u9wQnUqlcHp6inQ6jUKhsNIBCa0DZKCm1+vR6/Xg9/sxmUxQKBRQqVRYbUk9DN4OSO+apBI1Gg2cTueUZn6v10Oj0WCX11evXqFYLCKbzaJWq7HLtLqe3C3EKnm73UatVmOmg9VqhdfrhdvthizLsFgsU+ZiN4G5C7DNZjOCwSCsVit2dnbwk5/8BLu7u7BYLCzwrkLFIoGCvnQ6jf/9v/83ZFmeak4iushgMFAbld4RnU4H6XQaer0eyWQSBwcHzMEmR1EK6mhDnKVyIy6wq2xQddugahoF0s+fP0ehUECxWMTe3h5b0Nfr9ft+q/cGWgsqlQq+/PJLHBwcYG1tDZPJBPF4HLVaDaenp+wJoDZH3w5KpRJ+97vfIZFIIBKJoNPpIBKJMBWEGhn39vbYBIskPdvtNgd06npy9xAVqAqFAs7OzuB2u2EwGOD3+/l6hsNhFAqFS5XN3hVzF2Dr9XpYrVZWWyDHRhJsV6FiETGZTNhERsXNYzgcTo1tLpe7x3ej4sdADY2NRgOFQgFHR0dIpVKoVCo4OztDtVq977c4N6CGz3K5DI1Gg/Pzc5hMJjakIpUEtcnxdkCH90ajgdFoxD4c1WoV6XQatVoN6XQaX3/9Nc7Pz9mBl3qQVl1u8j4hKlB1Oh3U63VUKhU4HA7uZXC5XLDZbKxMd5PGZXMZYFssFjidTlYCIB1hAp0EicxOxg9qeV2FChUq5h/tdhtHR0cYj8fI5/PI5XLcWKpm+aYhlrlrtRoSiQRTmUhxRVUfuj1QFnQ8HiObzWJvb4/nai6X474N0WRNpfvNH1qtFk5OTqDRaBAKheBwOCBJEsbjMRuXDYfDG5Xsm7sAmygioVAIwWCQg2wAU9J8JN5OdugUZKsTWoUKFSrmG7lcDr/+9a9Za79er7MawzLr4r8LRqMR2u02tFot9xqYzWZuciS5PrU6djsgdRudTod8Po9EIgGz2czKIeL4U7OpGFyrMcl8IJ/P4ze/+Q2++OILPHnyBB6Ph5uGrVYrN6xepZT2tpi7AFun08FqtU5lsJUnivF4jF6vx1255PSnlmJUqFChYv7RarVuRXd2GUGSp8Bryb5V5qXfB0Tlonq9jnw+f8/vSMW7gByTiYZM0pbj8Zh7dUwm03JTRC4DndbH4zFKpRJbch8dHaFYLKLVaqHX66lduipUqFChQoUKFSoYJN8HvPY7eP78OQaDAVKpFJLJ5K2Yiy1MgE023N1uFy9fvsTf/d3f4eDgALVaDclkkiW6VA1hFSpUqFChQoUKFQSKD4fDIY6Pj/E//sf/YAMyUnohI7ybwsIE2NTQSA0FL1++xHfffYfBYMB6wipUqFChQoUKFSpUKEEMh2q1eidKRXMXYFNDwXg8Rr/fh9VqRSKRQKfT4Qw2WegS91rlXatQoUKFChUqVKiYF2iuCk41Gs2dR64mkwkOhwMmk4ntdI1GIyaTCXOsSR6n1Wpd6NidZ0wmE82sn9/HOC8z1HG+G6jjfDdQx/luoI7z3UAd57uBOs53g8vGGZjDAHuZoU74u4E6zncDdZzvBuo43w3Ucb4bqON8N1DH+W5wVYB9c4raKlSoUKFChQoVKlSouDqDrUKFChUqVKhQoUKFireDmsFWoUKFChUqVKhQoeIGoQbYKlSoUKFChQoVKlTcINQAW4UKFSpUqFChQoWKG4QaYKtQoUKFChUqVKhQcYNQA2wVKlSoUKFChQoVKm4QVzo5qnqJN4t50aXUaDRXGvNoNBp+zo89bx5VaOZlnJcdizrO8zpvL8OijvOiQR3nu4E6zncDdZzvBqoOtgoVKlSoUKFChQoVdwQ1wF5BXCd7d1PPUaFi3qDOWxUqVKhQcdtQA+wVBlFBNJrpCgcFIGogomKZodFooNVqL8x/FSpUqFCh4n2hBtgrgsuCiPsKLtSgRsV947ID5o/9jgoVKlTMK952TVNxe1AD7BUA3WzXvenEwOOqm/V9bmI1O357UBfX64GaeCeTybXHTJ23KlSomGf8mDiBirvDlSoiKhYfYoCsvOnEwJv+T1k2v4ouQr83Ho8v/D31Jr8f0LVTXhcVF6EMrrVarTpv5wzqeqJChYpFhRpgLzHErNxVQfasn1Gwcd3XF3922d9S8f64jC9P/ycGJCquh8lkMvNQSVDH8/6grifvjquqMupYzh/UdWb5oAbYSwwxOydmqIHX2Tq9Xg+tVgutVguj0QidTgeTyQSbzQaz2cz/1mq1/DsajQaj0QjD4RCTyQSdTgeVSgXdbheDwQDtdpv/T8XNQ7ymauDxfriK+iSOqTq+9we14frdoY7Zu+GqJMZtQr1eywc1wF5yKDOcFCwbDAZIkgS9Xg+LxQKv1wtJkuDxeLC9vQ2n0wlZluH1eiHLMjQaDXQ6HXQ6Hfr9PhqNBgaDAbLZLL755hvkcjlUq1Wcnp6iWq3e06ddDlynLK6kgqiL89tBvBfo38r/V2kJ9w/1Glwf4hxWx+xqKCt9lLi4TFXrLul26nVcHqgB9gpAmfWk4EKv18NoNEKSJDidTthsNgQCAWxvb8Pv98NutyMWi8Fms0Gn08FgMECr1aLb7aJaraLb7eL09BSFQoGDPL1enVLvi+uUxekaqjzrt8d1GngJKl1kNu4ry6fiaqjz83pQrrHK/VF83ng8vvNxVa/jckCNhpYcGo2GqSAUSFssFpjNZrjdbpjNZsiyjGAwCFmW4XK5EA6H4XK5YLFYYLFYYDKZOINNr0fZb7fbjbW1NZhMJpjNZmQyGbTbbYxGIwwGAzUAfAfMKovrdDqYzWbo9XpYrVb4/X5YrVZ0Oh2Uy2V0Oh0MBgO0Wi0MBoP7eutzDZPJBIfDAbPZDLPZDKfTCaPRiMlkwrSmZrOJXC6HVquF8XiM4XDIc3hWU/CqQpnxExVZVNwf1PG/HpRrLPVhzNLFvw9VJvU6XsQirrtqgL3kIAqIwWBAMBjERx99hEAgAKfTiVgsBofDAUmS4Ha7IUkSDAYDrFYrTCYT9Ho9f51MJhiNRhiPxzCbzTCZTJhMJjCbzbBYLGg2m9jb20M+n8dgMOAsd6/Xu+8hWDjMClTMZjOCwSCsVivi8Th+9atfIRaLMUUnm82iUqng6OgIlUrlnt75/GBWmdXhcODZs2fw+Xzw+/148uQJfD4f+v0+Wq0W+v0+Tk5O8Jvf/AaJRIIPLEqVnEVb5G8L4uFdPKTcZKB9WaO2eg0uQkkHvOznSmrEKmLWHKL5rNPpLkh43jYN7zpSuMt0rd72cy2qOpYaYC85aNEwGo2QZRmxWAzxeBxutxvb29twuVwwm81wOBycqRZ/l/4tTmqtVjuVzTYYDMzLdrlcsFqtAF5nXZXvZZkWibsEZa7tdjuCwSCePHmCnZ0dnJ6eolgs8mZgMBimfm+Vx5w+O81hs9kMn8+HaDSKaDSKjz76COFwGP1+H7VaDd1uFzqdDl999RVntpU8bbWxdBq0FlAZnXCT43MdNSQVF3GZQpSSGrHsY/k2n5Hms9jbIlZrbmKsLnudt/35ouO6n0uktd4HXed9oAbYSwgxs+R0OrGxsQGn04lQKIR4PI5QKASbzQZZlpl2QOVwonaQUki32+Wf93o9jMdjWCwWzniPx2Po9XpoNBqYzWZIkgSLxYLRaDQVnADqpvg+0Gq1MBgMTG+gyoHFYoEsy7BarZAk6cKhZpXHnA4cVqsVRqOR5//a2hp8Ph+r5QCvg2+NRgOr1QpZlrnvoN1uX3jNVQYpC9GBLxAIQJZlNBoNZLNZNJtNjEYj9Pv9d840zeLDXtaEquJqUPLEbDZzksVoNKLf76Ner3O1kQ6YywjlPBFVsywWCzweD6xWKzQaDYxGI7RaLZrNJrLZLFqt1o1n+y+TxaUsrRjMixS1ZYOobKbkwc8a80Vs5r/XAPs6agnzjHkt39DmZzQasbW1hb/6q7/C5uYmnE4n1tbW4HA4YDAYYLFYOCAbj8fodrvM6e12u6jX60ilUmg2mxgOh+j1ehiNRgiFQvj4448RCoWmNlyn0wmPxwOv1wutVotCoXDPI7GYmDWvdDodJEmCzWaDw+GA2+2Gy+VCs9mE3+9Hr9dDp9O5kMFeVdC4Wa1WbGxswOVyYWdnB7/61a+wtbUFSZK4emMymaDT6TAYDOD1ehEKhVCr1VCpVNBoNNDpdKY2gVXJ/M2CyWSC3++HxWJBLBbDL3/5S0SjUabWnJ6e8trR7/cBvN06ScHGrEZUZTVN3DdW8VpcB06nEx9++CECgQDcbjfvA+VyGYeHh6hUKsjlcvj++++Rz+dXYjyNRiNcLhdMJhPW19fxq1/9CvF4fCprfXx8jN/85jc4OTkBcLs8bEqekEoXrUf9fh/NZnMhA8tZuIoGI2apZ6ljKQ8Zi1LJmosAG7i9gbrtsss8brR0Qqemru3tbTx58gQWiwU+nw+SJE3JlImZ6l6vh0ajgVarhXK5jFQqhUqlwpkO4mE/ePAAg8EAGo0GBoMBBoMBJpMJkiRBkiTOBMzj+CwClONGi7DJZOKGUspgWywWWK1WmM3mC1WDVYfBYIDD4YDP50MwGEQ0GkU8Hoder+cqD1Vf6BBDVJx+v8/VmVlYxblNPR12ux2BQAAPHz7E9vY29Ho9y3WOx+ML8/Btxkpcm5RNZ7Moa1cdeFbxGokwmUwIBoOIx+MIBALcg5DNZjGZTJDL5TCZTKbogcs+nhTEkgzt7u4uHjx4gPF4zJWXyWQCWZah0+kwGo1u7b2IgaVOp2M6JyVKrrue30cj5rvgqnklZvLF4FqZgL1Jus5t41YD7FmDoHRMe5/s9bsO8k2qAczjRTaZTPB6vbDZbAgGg7Db7ZBlmTPNNIG73S7G4zFarRZyuRyazSYajQbS6TQajQbq9Tp/D7wZt1arhV6vh+FwOOX4SNQUk8nEkn7083kcp3nGrPuGgmtafMfjMXq9HqrVKgqFAmq1GobD4X283bkCVWcMBgP8fj/W19cRDAYRCoVgtVqnAmtxc5tMJpAkCV6vF81mExqNBul0Gp1OhylTysBu1WA0GuF2u+Hz+ZhmQ0pDV7m/vu1YEb2H1IrEzZeSAP1+/0dfdxWvER3GtVotZFmG3+9HJBKB2+2G3W7nA6TP54NGo0Gr1WJ6mdjMPguLPJ50z8uyjHg8Do/Hg7W1NXg8HtjtdrTbba5YNZtNdLtd9Pt9DrCVQez7jIVG81qVS6vVwm63IxqNwm63Q6fTcXKKmtZHo9EFTrgSi3Jd6PBG14KUzYiqSkIL7XYbpVKJ1bE6nc7U3rYon/fWAuxZXZ8i90nk+ipxGXVEzHjTv68TpF91uruq23rWz0XM60W22Wx4+PAhIpEINjc3EY/H4ff7+ebV6XTodDqs8pHJZPDll1/i/Pwc5XKZlShIRWE4HMJsNsPj8UCSJNjtdtTrdbTb7anrK2YALRYLb4zzOk7zilnjpdPpYLVa4XA4YLFYALyuPNTrdZycnGBvbw+lUukCZ3gVQfQFp9PJJeC1tTW4XC54vV4YjUYA01kTo9EIvV4Pj8eDR48eweVyIZFIcAMp0R5IFWdZ5/SPrXuyLOPRo0dYW1tDJBKZCty0Wi0HAyLellJDzzeZTPD5fLBarVNrFxlaEWf4JhMmi4ZZe5vYdxAOh/H06VM8e/aMD4/igajRaECr1eKLL75AJpNZWs6veOgIBAL4xS9+ga2tLQQCATx48ICz+sfHx8jn88hms7zHia8h4n0ULUTZ1fX1dfyn//SfsLW1NRXPHB4eotvtciJMzK4v4jUS6Y6U7AsGg/jwww9ZdpbmpxiTEB+eAuxFusdvJcBWEvXFn1MZBMCler2XUUdmBdj0nOssrlcF2stUDqMMdjgchs/n46BMLL3SDdtut1GpVHB6esoBxatXr1Aul6duZGr6Go1GLGnW7/dhNBqnDlBU4qLgelG4UvMOkSJC9w9Re2q1GorFImq12lJrYF/3fjQYDNwPEAgEEIvFsL6+zg24yo1SVMWhg6RGo0G73YbNZoMkSQCAZrN5K59r3nDVOJtMJrjdboRCIXZ5JUoY9XO8zb1+1d+iJjS73Q69Xs8ByWg0UhWKBCj3NZEiaLVa4fP5EAqFuMmRKmAUzHi93ik51mVoKJ0Ve9D+JMsyIpEIq2i53W5u/uz1eqjX62i1WkybFKsn4mu+zzynaq/RaITT6cTOzg6ePn2K8XjMicfBYMDXS6wWz+u1uO48oc9uMBggyzLC4TDi8ThsNhsikQhkWYYsy0gmk5zEW1QDu1t71zQRjEYjZzPpZrZYLMz3HQ6HU9+TWgWVqehELZ7sKPBTGkBcBTHYE2kqSq6P8jMsIsQFAQBGoxF39pMRSbVaxdnZGWq1GtLpNNLpNNMMBoPBhRuZFiaHw8FBB214SimzWTQgFW8POpBqNBpYLBa4XC7O6FEJrVqtMmeeMh2LuCFeB1d9JqKFGI1GBAIBbG5ucnDtdDo5CBSbFMXXpfWBsn+j0QherxfxeJzLtXRfiNmkZcSPjbPNZuMxHQ6HaLfbaLfbXFKfZTD1NtlrGmM68FCfAe0dRqMRZ2dnrPe+6mvMrCSWqDBEtDLxUEKUJ3oom8oue/1FwKyKBlVDJElCKBSCx+NhaVoKqqnnKJFIIJfLcZOu+Jo3+X78fj+bvDkcDsiyjHa7jWq1ik6nw8ouFHCLMc884qp5QocbrVY7FUhT8iMcDkOSJFa8kWUZdrude2GUB+pFwY0G2MpNazKZwGKxcOeyz+fDBx98AL/fz9m30Wg05Z7WarWQz+eZmkAcHAq8aUHodDpTAbYyqBAXXTHoE2kqdFqkiSv+zmWT5TrUkfuCshuXOF50gKHO8XK5jFwuh2+//Ra5XA71eh2np6doNBrMd1LeyLQgBINBdnqkUz9NflrcKSgELnb/qpiNWfOKyog6nQ4ulwvb29t49OgRNBoNSqUSSqUSDg8PkUql2OBHzHSs0thbLBasr6+zLOVf/uVfYn19HTabDeFwGLIsX6rZTNBqtWzoQ06m4/EYpVIJyWSSm/d6vR5qtdqUSsYsStsi4sfWPRqfjY0NaDQaDqrpsFev1/lA/66g66PX62G32+H1eqca9L7//nscHBxwQ+VVnOFlxyxaIwWTLpcLgUCA5ShpD6T9jpSHer3e1MFo0ecwcDGbarfb8fjxYwSDQWxvb2N7exvxeJw18PP5PPb39/H73/8ee3t7aLfbqNVql9JS3/f9OBwOPHnyBOFwGBsbG1hbW4Pf78f5+TlTVE5PTznYvuoAtAigBJ3JZJoySvP5fNjd3YXX6wXwZg63221EIhGW+z09PeXXWqT19sYz2MoPTvJtPp8PsVgMjx49QiQSmcpa12o1yLKMWq2GWq2G8XjMWp0kn0UNLWLjnPg3Z22YysEXy0RUaqSN4G14gvOaIbwqS0+Zpnw+j1wuh3Q6jZcvX+L8/HxKmu8y0A3idDpht9tZV1XJs1Zmz1VcH5dRqoxGIzeDeL3eKXv0SqWCZrOJdrvNG+e8zs/bBJVavV4vB4BbW1sXyuKXLco0ZqKT6Xg8RiwWg81mw2g04nk/mUymMiqrQoWioJcqWYPBAO12mw/lFGzfRKZN5GFbLBY4HA7mfJdKpSmJ0dtUeVhEiEovoiuvGJjQwYQSVkpu7yKvIbPuR0oQRaNRBINB7htoNBoolUpoNBool8tIp9M4OztjioaYtHqf4HrW+/F6vYhEIggEArDb7TynScGr0WhwjLToEJv0qTdmZ2cHbrcb8XgcTqcTo9GIaTlEE7Hb7ahWq1MUkUVab288wKaFkQI8koajie1yuWC326fMCMg1ze12o9FowG63X8hgU4A4GAx4QaeSrRgoz1rYietE/G/KCooZ7E6ng0ajwVrQ1MF62WvOG8QDBjUuAkC9Xsd4PIbb7Ua5XMbBwQHK5TIKhQJ/3svK3XQY0el0LMsViUS41CbSQ5SL9iKftu8LyvGiDLbZbGYjGUmSOLCm60iVoB+rviwbRM1YUgQIh8McFNMBEMDU2Fw1PrR2kYKF0+mEwWBAq9XC5uYmDAYDKpUK3y90eF2EbMq7gg4dBoOBK1eSJGEwGKBcLqNer/M8fNv7/qrnKpumSQ6UKnPA4siT3TbEIJAcS8PhMLxeLwwGw9T812g0GA6HaDabqNVqaDabrJZxlVLFooHuYYPBwJXXeDwOn8/HvUPtdpvpkel0Gu12e+b9rFw/3nZ86PBOtEq6PpFIhBuviXpWqVRQKBRQrVYXuqdGpDja7Xasra1xhZF02W0229ThTzStczgcaLfbqNfrsNvtnOggRsMizNEbDbDpA4s0DK/Xi6dPn+Lhw4dwu93Y2NiA2+2eKnkMh0Nsbm5ycCYGz5QNEQNscZBJ6UJ0H6RSLgWAZrMZdrudN1ya5OJ7ENUzUqkUfve73yGdTk/xwOcRszaYSqWCr7/+Gnt7e1OfvdvtolqtMq+LFlbivitBJVqTyYRIJIJnz55hd3cXNpsNHo8HJpMJAPiQMxgM0Ov1OGgXua6LcDPcJ2Y1F5GGsyzL8Hg8cLvdcDqdTA05OTmZkudT9iksOygLZLFY8PDhQ/y7f/fvsLOzA7vdjlAoxI29VBYHZpuTKClk5O5IG/RoNGIFnUKhgNPT0ym6CGWalFikUuZVsFgsiEajcDqdzG13u92o1WrY39/H6ekpkskkH+Zv6rOSIYjf72cpNUmS+FB1lSzgqkEMZhwOBx49eoSdnR02BRqNRlPVzW63i1wuh1wux46Fs3pvFhlWqxXxeBwOhwMPHjzAz3/+c2xvb3PCYjAYoFAo4A9/+ANTjgqFwhT3miCOy7scIjWa15J0JMf38OFD/OQnP8GDBw+4SkOqUIlEAi9evEC1Wl0YVairKI56vR7RaBR/9md/ho2NDfj9fjx9+hQ+n4/jMXo+3dNOpxOxWIw9O05OTjAajdBut1EsFhfm4HFrKiKULaYMdjgchsPh4AzIZRCDavGiiQE2BeXEI6NmALEDV5R1kiQJbrd7SmtR7HifTCbI5/Mwm83I5/PQaDT4/vvvF4ZYrwzMut0ustnsVNCg0Wg4CFZy1y8r6VKGUJIk1lMNhUKcVSXdVPp9Gn8K2N+GdqPiDeh60hy2WCzcVEqLUbVaRTab5QPTMlUMrjtnqJlLlmUuNW5ubrKJxCxayKzvxUBNtCwWF3+tVotOpwOn04nJZAKXy8USfpdlUReplHkVRFUWl8vFpkYAUC6XkclkUCwW0ev1LlCc3udzUyaLqjcGg+GCQRA9b5UhjgMdED0eD8LhMOx2OwwGw5T5z2Qy4cQUZbBnNaYuOmjeEoc/HA4jGo1O3ZOtVguZTAYnJyeoVqtotVpTqljKuTXrAHLdeU4JE7fbPdXPRKAMdrVaRbFY5HhnUTCL4kjsAbvdjng8jp2dHT40O51Ofq7IfABeJ0+I6VCpVLjhEcDCxGXALQXYYhaNTsoOhwO1Wg2j0Qg2m42znkolELE5j0xLiC8tZunE0w6plFAAORwOOcCnci+9r9FohE6nwxspXSydTscliGKxyAYKYgev+PnmCWImTnnKpgBaDKTFw8tVGQuz2YxQKASn04lIJAKbzXbBREasONRqNZTLZRSLRS5vzdtYzTOUi5PRaITP5+MMnlarZUfNVquFRqOBdru9dPSQ634G4gMTn5Ic0CiTpzRBotdWjhUd1Om+oLWBKnGivBfwWt4sGo1iMBigUqkw/3iZINo3O51ORKNRhEIh+Hw+ViEimlKpVEK9Xr+x+50OJkajkRUFzGYzJwmUVIZlmPPvC71ezzQeu90Oh8MBh8PBethElaJ9rNvtolgsIpvNolKpzMzaLiLExJrL5UI8HmcqBh0Ke70eS83SXkWa12Ild9a8uu7PxPdD95HD4UAsFkMoFGIVDb1ez0nCXq+HfD7PZje0Ji0KxCQF8LqCQHEDNTRSgpWSc8rfp3WaJPwAIBgMYmtrCxaLBcViEcPhkKULidIzr7hVccHJZIJarYYffvgBxWKRJWlkWZ4KzMRMD3FvSJ6JSlziRKXgmW4makgSM7TiwksbLmW96TmUHTQajTAajcwv7vf7CIVCfKKlDmv6TPOEWTyxWSdJ+n96zDqZK+FyufDxxx9jY2MD4XAY4XCY9bDpYNLr9VAoFNBqtXB6eorDw0O8fPkSnU6HNSxVvBuo831rawsejwcGg4F5k/l8HplMBv1+fypzuErjLUkSz8tIJDJFA6PD9axFXPm9KIklBtjUkEPW9MFgEMPhEEajEc1mE+vr6zg+PmYFDfE1Fz2rStk/k8mE9fV1/Mmf/AmX17vdLk5OTnB8fIzDw0McHBzw/f6+EDXJSZovGAyyuRIpXohBtopp2bdYLMYP0dV0OBzy2FUqFRweHuLFixfcKL0MoCyx2WzGxsYGfvWrX+Hhw4fcoD8ej9FoNJgO+urVK5ycnCCVSjHFkXAThzc68NB99Itf/AIPHjxghReTyYRarYaDgwMUCgW8evUKqVQKxWKR45lFgBhc0/3r9XrxySefIBqNIhaLYXd3F9FolOM2pUMmxS1UuQqHwxgOh/B4PHA6najVakgkErBYLDg7O0O9XkcqlbrgND1Ph+5b1cEGXp+U8/k8hsMhrFYr+v0+rFYrer0e2u321MlZq9WyMD51QVPwTBq2tAFSkEeBN1EVlJqRlJWii0dyf2KQTa9js9kwHo/hdDphs9lYD3ceSxJXlaWuM8GuMwEpqFhbW4PP52NZPtGlk06R9XodtVqNs1rUjKri3SEaBlmtVmi1Wg6om80mms0mqwAAqxVcA6+zdqTJbLPZpg7gl9EHlIo3BMpqibQqABxQ63Q6yLKMyWSCXq+HaDTKlr6UXb2KLvIuuM8gnehhooLH+vo6N8eRQZV4v79vJklc36lqQHrOlH0k+tkyNePdBIj6SKV0elAyisaVeopIiSifzzNFZBlAB2OLxcI83s3NTTY2ofuXPjtlsBuNxlup31yHFkJjTjRLh8OBaDSKzc1NNr3S6XQYDoeoVCrIZrMsPkDSfO9KR7lPEEXYYrEgFAphY2MDwWAQXq8XDofjUhqw+L1YMaSei263C51Oh/39fTQaDUwmrxtHZ73GvIzRrVFE6HTS7XZRqVQwGo24GchsNnNgRs0XtKGZzWbU63W+SYrFIp/A6auoHiBupKIyCV1EZWaPFm5qBjGZTKxiQg8xOJ/XLMltvSexMYF4l3RjUHA9mUz4YESnynw+j7OzM9bSXpQu33mDWOK02Wxwu93wer3cUNfv91Gv17k5ddUCDQq6DAYDfD4f8xi9Xu+Uss2s4JQOhDR/KbAgs6V6vc4bMWXCxIY6Wjeo+U6j0aBcLsPv93OQSc1i4t98V9zHNaVxs1gsCIfD8Hg8iMVi7AZL/NBarYZcLsdjeBP3Ox1QKCgkigi5b1IlkaS8Vm3uX4bJ5LWhm9frhc/n4wZ0upbEv6Ymdwqu6/U6ms0mOp3O0kgd0r3pcrng8Xim+gVoPye5WvIPuGn1G7HviWgSFOw7HA7uJyAvkEajgWw2i2QyiUKhcKGX4bp/dx5APQAUINN1sNls0Gg0LLlMzABR/UaUVBV7YSgm0Wq1TPvRaDTIZrMolUpclRFjv3nBrQTYyma3Xq/Hg0YBMlE6qMlIlF6iwFlU/BC/F+kiYve0qOupfD80+A6Hg2056avVar0QWNPrrFqgaDabEQgEYLFYsLGxgZ2dHTx69Agmk4kldWiTGwwGSCaT+O1vf4v9/X2USiVkMpkpYXwV05jVbS2CpNDMZjMikQg2Nzfx8OFDVKtVJBIJbm4kBZhVG2eLxcIyfDs7O/joo4+wubkJm80Gl8s1VelSgja04XDIqkHVahWlUgn7+/sol8tMUTOZTIhGozAajQDAi7/RaITNZsPm5iZvEHt7e9BoNKjVajg9PUWtVpv6u4uyfoiBgcfjwaefforNzU0Eg0HWqi2Xy9jb28PJyQnOz89RKpXQ7XZvbB7SBm00GmG1WvmQT86l3W6XNfvn3dnuLiHLMnZ2drCxscH3B+2nNE7NZhOnp6dsOJZOp5HL5RaKiiBi1loqyzK2t7c5U+z3+9kNkNbMQqGAH374Aa9evUK1WmXvDfF13uc9UOyi0+ng9/vxySefsFsh3Ufj8Zh7adLpNL755hs8f/6cK8GLsmYoQYkJcsykGILWZXKqJBdpsWJFjZAOh4PFKeiwbbfbpxp1q9UqDg4OUK/XAWDKG2KecGsUEZqwFGBfVdoQJfXEZkZxwaesNT2PJrBIF1GqZABg7jVpBVOTjt/vhyRJfFoUM95isL2oE/0qXHUtKEPodDp5c3O73Xyood8lvlqtVsPZ2RkODg7QbreZtnCdv7WquGpM6LRusVg4g+3xeHi8qZxJp/ZVA1l1e71eVgcIBoOsEU7rxWXd/8RDJcfYfD6PQqGA4+NjFItFSJI0lQ1vNpsX1i8ytZlMJvD5fPxexJLlos55WnPFDZKaSM1mM8bjMQqFApLJJMrl8lST7U01OFIVgbjvZrOZs9etVuuCVvGijvXb4qq+GYPBALfbzSYqdDCk51HVplaroVgsolKpcJP0Zb07iwDle1ZKO1KPlahyRRnsTCaDdrv93uo3s3qeKC6xWq3s1uj1ellqkihpJPOZzWaRTqfR6/UuSH4u0nURqWV0QHa73fz//X6fD8ulUmkqQTocDtljg64ZxXg0n4lm4/F40O124XQ6OUE6j+Z2t9rkKOKqCaIMbmf9njLjTZul2PEvBsXi61DnOfGpSbqHmnh0Oh1feFqEiONKgfky4aprQc0FJCNEgYa4uJMMYK1WQyaTQa1W44VKmVFalIXhLnHVmNDJncw8qPJDSherqDEuVr5cLhfW1tYQCoUQjUanDGVmBdZip3mj0cD5+TkajQaKxSL29/eZg0lKGDSHiTqWSCQwGo04qyLyhKkRLxKJoN/vw2KxoFwu8wF00WS2RCUKl8sFt9sNt9vNAQFl10hB5CaVQwhGoxFut5u13+ke0Gg0XE5fNlnK60LJ8afgQ6vVcs8SqTSIzneEfr+PcrmMXC6HSqWyFM3RszjKogiCSJOh/hXqwSKanTI4fpf3QH8XAEvaWiwWrK+vT/GPSdGM1NXq9TrrkIu9YVd9xnkGJYhkWWYXUZPJNLUelstlpFIp5HI5AG8+n8/ng8FgQK1Wg8ViQSAQ4PiD9kGNRsP+GzabDYFAgNXLKpUKWq3WvX32WbizAHsWxMmsDGJnKV9QJkl8KH9HaRFOXyk4N5lMiMViLMJPjZSdTgf5fB7VahXJZBLn5+fI5/MLWz67DmYtJqQc8uDBA14YlHrClUoF33zzDc7OznB6eoqzszOUSiWm1tABaJEWhrvCj40JZWCISym6jpKdb6PR4MOistdgGUGKFqQM8Mtf/pINZcLhMAcUyoMgAHZqazQaSKfT+OMf/4hMJoNqtYrT01MOEjudDs9dqpJls1kMBgOmSIjVMwr8PB4PPvnkE+zs7ODk5IRtfhuNBpLJ5ELJnxE9zGazYX19HZubm9ja2uJKVaFQwNnZGRKJBE5OTtDv95kOBvw4/ek6oBJ/MBjEzs4OZyErlQqq1SpyuRzK5fJU5XHVQHufOA+9Xi839IlNocCbdbvZbOL4+BivXr1CLpdDq9Va6PGb9d6JyztLTrbZbKLRaDD3nPollBrh9DpvMzbUzKjT6RAMBvHzn/8coVAIsVgMH330ESKRCDs5Aq97l77//nskk0kkEglkMhlutFzkhJ7RaOS+LZ/Px0ZpJIBQr9dxfHyM3//+97xeUg9HIBBAKpVCIBCA3+/HkydP4PP5YDabYbPZmDJCyadIJIIPPvgAHo8HJycnyGazKJfL9z0EU7jXABt4M5GVp0jlBBcbJ5XPEYXh6eQqPl/5HHIiFBv3qPmhXq+j0Whwp/wil89EXPb+lQGJqBzicrm47C4edDqdDrLZLE5PT3F+fo5arcbcJ/GAs8jjdV8QzVPE6gGVeDudDmewad4uOygrQtblxK8U+wIo+BVBVa5Go8Fd+vv7+0gkEmg0GshkMixPJirjiFk9KkXq9XrOcNP/AW+kAl0uF5c4iRc4K4s4z6AMtsPhgNPp5GYxCq4pg01Z7FnBwPuuk3TADAQCnMGmcex2u0vXlPcuoL2PGqKNRiMkSWJFHVH3Wly3RRvuWq22tImjyzLYw+GQG8WJckR0RqUK0I/N4VnJPaJR2u127p8JhUI8l+l1J5MJq6slk0nkcjmuni/anqm838UKrMVi4YOOWIEic6qzs7Op5Eaz2YTNZmP55kgkAovFgslkAqvVyqojRBehSsFkMmFhjKve233g3neAH+uWvSoovCyDIS4qk8lkyr2ROEGiOYVGo0G/30epVOLGHbH0ed8X6SZwWRlsMplMNXCRDTKVGunmEBUSyuUyCoUCmxTMUk1YhjG7S9CmKbqweTweXkyGw+GU85qoorBKEJtixP4McU6L5UgKqnO5HNLpNIrF4pRBD2EWNY1c1YDXi3k6neYmR4PBwGuH6FYWjUYBgBWQKDvT6/XmOiikuef3+xEIBODz+VhdicrZxWIRhUKBmxovW3vfFkQBouRHMBhENBqdeg+DwYAPSo1G40Jpf1Ugjjtx5UnyjXqUROoIBZW0fjQaDab0zfN8fFfQfG21WtzQDID50HRojkQiUxxoOjiLzY70ENccpR8HfU/GKAaDAbFYjD01RFqIuC4Vi0XkcjmON65SDplnzKLo0HooJj0ogKYeIjLSEY2jer0eKpUKr0VE0SUTQfHv0d+hXiWr1XrB+2AexvNeA2zxxPg25cWrgnKxZE5fDQYD/H4/rFbrVOnTYDCw132z2cT+/j5evXrFbkrzcIFuGspMHZ0Ot7e34Xa78fjxY2xvb2N9fX2qpNXtdrnUvr+/j+fPn+PFixfcrCFiGcftNiDOfQoSXS4Xdnd38ejRI3i9Xt4UKOORSqXYPVC56CwrxIyd0mhKDCbonm+1Wkgmk2g0Gjg4OMDf//3f4/DwEJ1OB4VCgYMLJX1DuTC3Wi0cHx/DaDSiVqtxkB2LxZhjSEGOyWRCJBLBz3/+c9RqNRwdHaHZbEKv16PdbqNQKMxdhzuB1gSHw4GnT59ie3sbgUAAsixjNBqhWq3ixYsXODo64orVrLlH6/lV83HWOi9KIq6treGjjz7CkydPePOk6iJZWheLxSlqyqqB1m3iylNPETleijQnct3sdDoc0IkGVcsGOhQXCgVWD6GeCr/fD5fLhdFohE8//RSBQICpY81m84I8Lz1EBTOz2cx0NfF70ZTK6XRic3OTDW/MZjMmk8kUXe3Vq1f47rvvsLe3x5WZZQBlsK1WKyc1gdfxw/n5Oc7OzpBOp5nqSGv2eDzmdTOdTqPb7eLBgwfs+u12uy84UBNFz2g0Ip/Ps6M3VS7nAfeewRbxNin9yxZz8ef0oItOFrK0KNHGDLxpAFkm69hZ3c0itYb+TyzLkp2pw+Hgkzvw5gRKxhKkvkClN8J1NtlVhxhkiE1zJFHm8XgQDAaZwkQLRrvdZvrSKtrQK8dtlmIIZTuJ85fNZtldlBREZtFqZs1bKiNTY006nQbw+n6hjBOVLMfjMZeGXS4Xer0ePB4PSqUSgPmli4hrgtlshs/nY91eyryRW2s6nWapPODdD3bKcRbNQex2OwKBACKRCFMg6JpSBkypVLRqoHkn0slIG14Mrum+oCRIq9WaMqhaxgw2yd+1220WKKAYgOgGbrcb4XAYk8mE93qDwcB7GSXmaI5Roomcn6mBUfxekiSWVxXN8pRzuNFosIJGLpdDLpe7sIcuMmj+iY3nwHQFtl6vc7O+CMpg6/V6eL1ezmBT47lyvRGvKQXXpCY3LzHIva/678NxvqxEqbwYJpMJPp8Pfr8fXq+XT6NUlhiNRmi1WqjX66jX63Pvb39dzDp8iIcOk8kErVbLvNZoNIpgMDjlTEcLVLPZxPn5OT+u0qGdh4k9z1DOeTFDYrVa+UF2sqQe0ul0mJ+2CtxrYDp7PatEK+rn030vynDlcjl0Op1r0Wmu+n/KBJLKBV0H5XukDKLdbmc+tl6vR6FQuLlBuUFQqZUOd5Q1Jkk+Cs5qtRpKpRJn+qhioAzSrnPvK59DzZUkM0eBCVH3iL9JAeIyKju9DShoEV0CRUMk8cBJroX0INrEsvo7iPepx+NhSp3Yn2U0GuHz+aDRaDjr3Gw2p2IHJcWUxpd08ilrTSIJ1A9C5kiiTwfFEs1mk9ekbDa7lFruJIVIXHf6bKK6i8FgmOqVU/bQkUSnmAkX+2vogCnSUWjcTSbTXB0e7z3AJtzEzS5eLIJGo4HdbsejR4+wtbWFWCzGhhTU1EgKIplMBslkkifIMoLGRyxpbWxs4NNPP8WDBw9Y/xp4kw0cjUbI5/P48ssv8erVKxQKBZRKpZW16L4p0LiRa6YkSXwQ9Pv9AMCyUpSRJb7eMhwAfwwix1pcnCnbSc2NlLWghbVYLOLbb7/F/v4+CoUCuyyKBxvg7eZtq9XC6ekpSqUSDAYDa0CL+vy0CY/HY3Q6Hezu7sJmsyGRSHBZ9G3/7m2DqntE0wgGg4hEIgDeBCvFYhGnp6c4Pj5mag0lKG7CAc/hcOCjjz7C2toa4vE4OxGSdKrY95HP51nObJWbqalyYrfb4fF4YLfbp6TMKDhsNps4PDxEKpXCycnJlDyfSNFcljFst9tIJpOoVCrQarVIJpNMnaEMs91ux+7uLgaDATfZKRs+lRUyCvA0Gs3UOIuHHdHplZpzRXOrTCaDL7/8EsfHx8jn8yiXy0u3h1KmmuIqCnTFwyDRZsxm85QDIz2HVEO8Xi/7lYhKZvSV6Hl6vR42m40ZCmSCR3/7JtSN3hVzE2DfFGZRIiiDLVoq0w3T6/XQbrd5UpAE2rycgG4LNJllWYbT6UQoFMLa2hpPfOCNcgvdNJlMhhUYVpkDedNQaofSgxZncs6kB2Ww56UMdhtQynGKTUbKRi56Dt237XYbuVwOyWQStVrtQlPeu4wb0U7I7IfUXCjgB96oFwDgDWIwGKBer1/bgGaWdOZtQswCUXlblmWmJFGQW6/XUa1Wp67F29DBrnoeZbDX1ta45E7XVZz7tE5TGf9tlR+WBWLFRMxgK2lIk8mbRl0K6MTsv0gXXAZQtpjUfkgWjri+xOc1Go2cwKCk3Gg0mqKMigEzPY/GSezxmmX4ReuASK8kcytS36IAVBmviFiE66KcP0StIXqduObSuND6TfNV7EWiJAr1x5FRkNi8KP5teg2SZjSZTHwtr3qfd4WlC7AJIheN5L3cbjdsNhtnmahxRrT4vklXsnkETTyLxcJKFeFwmMtb4umcMljdbpeNOGYpMKh4P1CzEpl7EF2ETI86nc5UULes5V0R4j1ICgDULS5SRJQcP8r204PoXu9qhSy+F7GEPBwOMRwOucw5C+IB4Lp/+66vq1KVhQ4MdLimLJ+YqX6Xw91lm6NGo4HVamXtd1E6dTQaodFosPoFVW6Ucq3LvF5fBbov7Hb7lIqCeG3IIIiaypSVr2UaN7o/KRtdqVSwv7+Pfr8Ph8PBNtwUvBE3elYVhoJu+iquu7SeiJxtyrpSkEcJrOFwyAYohUIB1WoV9XodrVbrnehV847RaIROpzPFgQdez1VyJm40GnA4HKjX6xgOhzAajRgOh3A4HFhbW4Pdbsf6+jo3kIqNi8pDCAXrousr+RmIuK+xXdoAm0qfxMWKx+PY2dnhIHI4HKJYLHLJhiS8RAveZYN46PD5fPjpT3+KjY0NhEIhhEIhPnzQxtdut5FIJFAul7G/v4/T01Ok0+mZCgwq3h2yLGNjYwPxeBwbGxusZVur1ZBOp1EoFHB6eopKpYJ2uw0AU9y2ZZyrIkwmE9uikxoQSeTRgktScrVaDWdnZ0gmk0gmkxiNRsx1fBeIJUmq5pA5At0DVMIUs6mzsu3zeJ3ErBFxsGVZ5uxcq9VinVoKrOnxPjKRJLFFJimbm5t49OgRV9XIXZfkAdPpNDdHAWozNfA6a+f1elkSjvj/wJv1od1uI5VK4fDwkKs5hGUcO6q86HQ6HB8fo9VqQZZlBAIBPHv2jM3lKKkEvMmgUsA8mbz2eiiXyywnV61W+YAnyv8RvF4vdnd34fF4ODC0WCxot9tMCTk4OMDJyQmvS8tIQ6VGTq1Wi1qtxvQPMoaxWq3Q6XRIJBI83rS+xGIx/Omf/imi0ShXtJxO59RBn9ZVseeFgncSsNBoNNxcDtzvPF/aAJu4UsSHosGnzBfxJM/Pz5FIJFj6aZkaDmZtQDRBLRYL00I8Hg9reIpNY1RuKxaLKJfL7IAlvr6IZVyw7wIGgwFut5tlpGjRGI1GqNfrKJVKXEkQjRFWJcCg+SpmsJXZYbFLnR5UGr6p/g56EBVlOBxyYC0G1wTle5xHKOk3VJ6l+Ud20rMqAO8zrrQ+E5/e6XTC4/FwExqV+1utFmvniuX4WWpIqwZRB5gOK+KaQIck0g8nes0yrxuU6aSgjIK9cDgMi8WCVqsFt9vNDeTiIZ2y36PRiJv6yXCO4gMy+6IeAHpEIhF4PB6mQNA8pSpwPp9HsVjkubzIuGo9o8bodrvNAhLUKGqz2aDRaFCpVGC322G32zEYDJir7vF4WEbZ6XSydKdoay9SeETKiZjBFhtM73ueL02ArRxMatqxWq18oiQpHpJ9aTQaqFarl5bPFh3KyUUKCJIkIRAIwOv1TjlaUlaKOKuVSgWpVIqt48Xsh/L15zmImHcoN0pROrJSqbA99GW6zcsKkSJit9unzKGU1sY0Vvl8ns2PbnJ8DAYDXx+n08l21EajcYqqQoE2be7zLiunzMxT9/9wOJziZsuyDLvdzoELBSfvCnK8I2k+8XAvcupFegM53a1yYE0HELKMJuojjSGt4XQYEXs3VoFeJh6EyemWMtLZbBbD4ZCz0coMNtFFKPlGkpTdbpcTHBQ/ED2Mqr0UKIpxBmVnycCOmq0XHVfNH5pzWq2W+9rINdRgMMBqtcLj8WBrawsWi4X52qPRCJFIBH6/nwNrMgFqNpvI5XJotVqs1kK9BxRgE1MhHA5Dq9UinU7PRW/GUgTYIu+MMi0WiwWxWAw+nw9ra2ssrdNut5nPSsYFh4eHfDJdZthsNuzs7MDr9WJnZwePHj3C9vY2T3ydTsd2pv1+HycnJ/jd736HV69esT3yPOE+u4NvElQmJw1lapprNps4OjrC8+fPUSqVpgx9FvnzXhe0UZrNZoTDYezs7CAQCPAhRNxMG40Gjo6OcHx8jFQqxbJbwOXz5Drzh55DJU632414PM568WKjjfieaUM/PT1lSa55BAVjAJg7Sfc/uVa6XC6Ew2HmQ1Pp/H1oImQx7/V6EY1G2fJezPp3Oh2k02kcHBxMjaFI21k1UCaQGkPX19exs7PDlAStVot+v49ms8n9CNVqFZVKhQ9Ryw6x2kLfl0ol/PDDD0wRJW6vCLGSIx4k6eAp9mdRsyRVDjqdDsv2SZLEXORisYj9/X28ePGCqwjLDMrYU0NnKpWC2+2GyWRiFgEdDJVjYbFYWD+cEhTkTfLtt98il8vB6XQyP5uShZQAePjwIWRZ5n2gUChwAuG+sPABtlimmZXBpgwtld2BN8L7lGGqVCpLp0c5C9RMRzJwXq8Xbrd7SoZoMplwiadWq7FyCGkxzxvmoQx0HVz1PvV6PSRJYsMIapwTM9gU9Kwi9Ho9L86UqSPQZic6uFWr1ZmyW7PG/7rKHmSFTO+BlBvEErP4nkTKyn00BV/3vhApL/1+nx3+RqMRZ0tJXYRKvNRw+D73HQWKLpeLG6xn0X5InlKsMC7C/X5TUF5HUe6Mqikul4t59MAbeVXSziezDmraWxWIVQ7KRF8FrVbL1QHgTWxBjY70WjRHjUYjAHAzI10boojQNSBb9GazeWENX5T96zoQK+BkDNVoNFCr1WC32+H1emGxWGAymVglS7zniaKm1WrRbDY5qVQqlXB6eopUKsUB+Hg85l46AGzQRpV3kS511Rjf9vgvfIANXPSn12g0sFgsCAQCnMWmzbDX6yGXy6FQKCCXy3HZZ1lLjqJOr9vtRjQaRTweZ0MZAi0mND7kgkeZkHl0DhTlfYD53nhnqShQSZyyT8Qvpo2AymNkrrFKm6MIKsWKm98sVQ86GM4aq1njP+t7EXTw0ev18Pl8iMViCIfDCIVCU1QeAmWDJ5MJc4fL5TKXSO8S170XlGohZOYiympR1kir1aJer8NsNrObKOlUK9UYRHqPSP8grXC/34/NzU34fD4EAgGu2oja2v1+nw1mRFe+VYLy84rSfJSFpUZaAmX/aP2gEvz7NKWuCsSst/JnymCNHJBlWWaFMkmSAIBN6yhIJMnLH1uXFhnimgyAVdrI2ZKoHzSOFKtRgE3KbuPxGKVSCYlEguMQoklqNBpks1n0+33odDpuFKUD+2g0Yqdu4nhfZRx42+O/NAE2EelpAQ8Gg3j27BmePHnCgw0AtVoN3333HQ4PD5FOpzl7vUwTXQRpgEuShJ2dHfzJn/wJl1IcDgeAabvuer2O77//Hqenpzg7O+MgmzY+sTR/n5hVuVgkHrjS4INUMihrR7y9bDaLQqHAAdAiHCZuGhqNhjP8dCikbn8KurrdLms1KznPSlqIcp7M+hkAbgSWZRlbW1v40z/9U2xsbLCcIlUa6CFKBZLyy9HREQeI8wiRM1mv11EoFHB+fg5ZllmxJR6P48/+7M84m5xIJFCtVtFut1EqlVjeVGxCFIMQ6oExm83sQ+B0OrGxsQGHwwGHwwG73c6bM5XmqURcKBQ4oF910HpBQYQsyxzU0YGv2+3yunF+fs7NjfOwbs8zxOBQDKrFQ6PYI2CxWLC5uclUnUAgAKfTyUpGtVoN+/v7yGQybCqz7BQd0fa9UCjgiy++QDKZxObmJrteUuKCKi609pKUYavVwtnZGT7//HP2Mkgmk7w+tVot2O12tNttPHv2DJPJBCaTCaFQCC6XC61WC7FYjJNT5+fn9zbuCxFgX1XeVf6bSmWUwY5EIlyWAN7IeSWTSRQKBW7oW1bQZCa6TDgcRjwe54YMAo1lv99HoVBAMpm8UNYSA5G7GLPrlu8XEaQ5TAL5VPKl7mviwrZaLbRaLT7giGUvYDUCbaXFLvDG7EHUpiV6w1VW8pcF05fRzIgvSBz5tbU1zh4qrwFlsCnrSgHpPDtv0hjSe6d5R2pLRqMRDoeDK4GVSoWVAJrNJgwGA2eIxCwzjYnFYuHSsCzLCAaDkGUZNpuNudekHUxBDQUi1BdDUmmq9v5FRzxl9pruhWazyYoV1NS/CmvF+0LMws6qmIhzmw6PPp8PbrebEwCUvSZzn2azyQply24QBkxLRGazWXQ6Ha56UcaZKmTK3yNTK6KFkNQiHeQHgwGMRiNarRYCgQBXDPV6PY+/w+HgpOp4PL7Atb9LLESAfdlkFAMN4I1eLuleUte/Xq9nXhCVbck4ZV43vvcFnbStVitisdhUMxGV2on/RA0Zo9GIx6ZUKqFWq3Hm46pAVqRq3OTCocw8znptZYZhUUDUEEmSWK+dBPWbzSZLIoqd/7MW+2WHWKmgOS3OW+CNKcR1AuxZY0aHHQooSanE7XZje3ubGxspEyuqmIigzGGtVrtAr5p3eg81ZmYyGUiSxOuoWLki7qTX64XZbEan04HVauXAmj6nmPkja2qa65TBpow2BYizGk5FM49VpIfMgl6vZ3MZ2tsIl/UjiNKe6hheDSXVSQkaf+pnCoVCiMVi8Hg8AN4Y+5yfnyOVSs2koa7KNRiNRmi1WtDpdCiXy0gmk5zYo7VUNOupVqs4OztDvV5HKpVCuVzm6p8ovdhsNjEajVCtVlEqlVAsFpmKRoF2OBzmRvN8Pn+jkq1vg4UIsH8MtAE7HA7s7u4iGAxiZ2cH0WgUHo8H3W6XO98TiQSOjo7Y4YmMO5YJYrNGIBDAz3/+c2xvb8Pv9zN/VOQA08baaDRweHiIg4MDHBwcoN1uX3t8bnPxVrqTERZ5saLsB8nPUZVlNBohn88jm82yDqt4CFylzLXY/CI+KMCmwFq0Iv4xp9FZc4ZUdIxGI3w+H3Z3d+H1euHz+fDkyRN4vV42pyDHPGVgMx6PUalU8N133+Hs7OwCvWqes690gC6Xy/jiiy9wcnKCWCyG0WiEWCzG3f1ER3A4HLwpio1z4kGXDuakykCHGGriFUvts4JE8dCktF1WYlnUhK4CfUai2ZCkGVVmxcCw2Wzi9PQUr1694gBvFcbofaHkX8+ilpnNZr4XNjc38fHHH+Phw4c8z8kc7KuvvsKrV69YSGFWn9eyXxNq0qcKrNVqxcHBAVe1rFYrS/GR4s3p6SlqtRofUmj/owoW0Z10Oh0cDgcODg6YNhWNRmG32+Hz+fDJJ59gfX0dL1++5GCdDux3mexYqgCbMtjhcBh+v5+bDgaDATqdDhqNBuuq0oArN75lOOWLDUp0mtvc3ITD4YAsy1PNBQCY71ipVHhsSHdZGdzNGp/bpI6IGUwRi36NyIXKarVO6SlPJhNWcKHFZRE55u+LWVlrMXstzkW6j8mQYFbG+Mc6yYmuY7PZEIlEeA158OAB/H4/B4eilByBNs5ut4t8Po9kMsnB9bwpv1w1DmS8VavVAADb29uQZRmTyQR+vx9GoxFGoxGyLAN4I2umvEZiVgp4Q+cRVQLIyY42S+rtEAMR2gyv06C3DOv2j4HWdVJ0ocOKCMpgVyoVNjah3g1xHVn2sXpXXLVG0GGQPAvcbjeCwSAikQhnrknmNpvNIplMsvrWZcmgZb4WVBkfDAaoVCo4OztDs9mE1WpFu92G1Wplx0zSGqcAmxImtJZTBYt6NDQaDWq1Glfcad0hffhQKASr1YpqtXrB4fS61NObuC4LH2CTy5ter2e9VtKpNRgMGI1GaLfbbLmrLNkosQyTnbJFov0xBXJiOZY2QMrwE2eMHKvE4A64Xsb4uhPzugHzVWW1Rb5Wer2es9cOh4MPPQBYNu0yDuAqQsw+iGMgZkhFly9R7m0WzYQCRTKQCYVCsNls8Pv93LBECgFE3xEPkXTvkPJGv9/nhrx8Pj9TKnAecNV9RhvieDxGsVjE4eEhms0mbDYbCoUCZFmeOpjTOkP/vuwASEEgNaHTIUVUFqGqgHh4ovd1nXVnme8LCuy0Wi0sFgtLrTqdTpaKE81l2u32lESkssFxmcfqtmEymeD3++Hz+eD3+zn2aDabKBQKqNVqyOfzTLmksVYeIFcBtKYAr2OMSqXCybxerwez2cxOoySdTKpERAlRUs5EUDMkmdpQQ/p4POYqPclYOhwOXqtpXb7qOtzUNVr4ANtsNsPv90OWZezs7OCTTz7B7u4uW/D2+30Ui0V8++23ODk5YeUQZbf7MoEaGyVJ4pM28SaJPypmhqrVKg4ODlhrslQqod1u84Kg3OxEKDPM1wnAL8tIX1a6mXf+6rvAYrEgGo0iFoshGo2y0Q+V1ym7pzzgLHPGQwlxTonGD+KmRYEvcajJdlfMropUE1IZcrvd2NzcZIt6ooJQsE2BtdVq5TK88mBK5fhMJoNms4mDgwPs7e3h5cuX6HQ6C2MqQeNJmU+tVstZOFozyO1VDKqJs67M5ovyhuKYX3aocTgcvF4pr9tVG6zy/S8DlFVCyvwTX93tdmNrawuPHz9mR1EA3NjY6/VQLpeRyWSQTCa56XYZ19C7grhnORwOPH78GFtbWwiFQmy73ul0sLe3h0Qiwa6NJMtH65Q4j8U9cFnXdMo2U7Dc6/V47aD1mp4jNq2LFUmluY+IQqGAzz//HD/88AOePHnCWWudTgePxwOtVotKpYK1tTXU63U0Gg2mndDfuu1xX7gAWxmYiU0fHo8HoVAI0WgUwBvJmHa7zaXbYrG41MohdONSyZsy2OQ4JZYUaSL3ej1Uq1XOYNMpUny9H8siidflx1RfLlNyWCWQbqfH44HNZpsyTxG5xcs6T68LMai9LINNm5iSrqD8npRISB0kGAwiGAwiHA7j8ePHrA3vdDovmMiIlAV6P5PJZMoSncryhUKBNwjlZ5nn60lVEwAswQdgKsAT+ztEjX3gzTUymUwcSBO1xmAwTNkck7vbZDJha+nLsErldeWco/lL9BpJkuByudhwQ2ku0+v10Ol02ORjFaThbhpX7V/EwY5EIvB4PJAkCTqdDoPBAPl8HplMBsVi8YJqCGWwlXvfMs5hEXRfU5xx1eelQzg5af5YY2i73UYqlUI+n4fNZmOKDh3WyT2SHrTW0J5xF1i4ABuYNpRxOByIx+NsKkMGECJ5Pp/Po1gsolgs3ovpw12CbmIquVJnLW2OBPF0STwxUlqhUq5YmryMVym+HvBmwVBy/sRgh2gqlHEUNxD6GWXARNA1pcanWQeBeQddA5PJxPJvRBGhIG44HE6d6kUs82KshMivprEQ5xnNJ+pMp9J5p9Ph5l3iTNJzSMXC4/HgwYMH8Hg8nLkWKzyXzSXlBtHr9VAqlVAoFFAqlVhRY9YCvqjXTiz1ivQQqrjM4gED4Aw2XQeDwYBWq8UObF6vl4NGsYlRSftZlHv7JjCLxiFKkBH3mgIIuh6kHEJa8MtuoHbXEA/pxMEmFQw61LRaLVZ/Es3ZxLVLzGADi7smvCt+jJahzFhf5/mkLJJOp2G32+F0OvlwbzAY2CTMaDTi/Pz8Nj7WpVjIAJsmucFgQCwWw5/92Z/xZun3+6HX61Gr1XBycoJyuYxXr17h5cuX2N/f54bHZQZlmUgaiySxxGy0aIpBi3K1WkWn02GpMjHQpVIjBdli84HYVDarEVIs4StLxpS9lWWZszLUpEDNVLQYFYtFvHz5EuVyGdVqFYlEArVajYP1WdJp8wRaoLVaLex2O9bX1/Ho0aOpxZr0hEn7d1VLu2IwLWb0xXkmBsJOpxMPHjyATqdDo9FgVRxyEbNarRxUk2ZtIBBgKgh9pYOeMqATy8Tihlmv13FwcIDj42NkMhlUq1VubFyWa0fZUVHuTTwsK6sHygwd/VtscoxGo7BYLEznobVlMnlj5kEBupJTv8xQBhUajYZ5vw6HA5FIhHWXKRkBvOajJhIJZLNZnJyccIP0sszB+wTNc+r3IhUXylxTs935+TmSySRXD8hcSjw0KQ9Qy57BfhuIJjXAj/d80eFmMBggm83iD3/4AzKZDNbX1yHLMqxWK6xWK548eQKfz4f9/X0kEgkUCoWZccptYG4D7Ot0/VPJMRaLYWtrC7IsM7mdJn6hUODsUrlcvpLruyygzYmas2hxUCovUEmRHrTJic1IFosFRqORgwaRFyU2eokLhvJ0LmarxfdFGRnSyg0Gg+xStr6+DqfTyb8PgLmulDkTnaCUyg7zBmVQQhlsj8fD5XdRNUHV/r2oh6zM6ItzzWw2w+12o9FowGw2o9vtciNpKBTi+fX48WMEAoEpKogIsYlPCeWaRI1l5XIZuVyOM9iLuL5ctd5SpmjWwVkMrpXVLtogZx2KTCYTZ/uoEiUqOilfexWC68tA67DT6eQMNiVMiHpA+x1VacmAQ81gvxuUh0SahyTpSeo6tFaLtByyRZ9nac55xXXXTlqLqFrYarWQyWQwGAxgMpm4uZcy2EajEZVKhSvzd4W5DbAv40BpNK8tSiORCOx2O+LxOHf76/V6pgxUq1WkUimcnZ3h/PwcnU5nZRYbylCTEogYmIiZOAp2HQ4Htra2YDAYmFPa7/enOJbEZaeMNdFJ+v0+c5/EIFekfFBTEwXWRqOROeJiM1kgEODyGzWuihgMBohEIhyoZzIZ9Hq9O2tYeB9QKZ0OLLRRitx4jUbDKgD1ev1KPedVAgWynU4HFotl5iJMWb7JZIJWqwWLxcJfqTJCmWuah8D0IZD+LTb2KhstJ5MJ9yz0+33kcjkUCgUUi0XU6/WFpZ+9y72jDKCVVJ5ZAR6NLVVqyLkUANOkxAb0WQer93nPiwZKJLhcLqaTibxrUaWhVCohn8+jUqlwg90iHvbmAeLc0ul0bAYmrtckJUdKGDSXKUlFdDNRvnIRTKcWERS36HQ6VCoVpkt1u12uyNvtdthsNlitVgwGA7Tb7Vu/FnMbYCtBWVCNRgOPx4Of/exnWFtbQywWw8bGBvx+P8uw1Ot1nJ2d4Xe/+x2eP3+OZrOJSqWylAuyeBoTM37dbhc6nY4D4dFoNHWzUwZZp9MhHo+zTbeSay2+JpVvRH47leObzSaAN+YgkiTB7XZDkiRYrVaWNKKgXZn1EpuhxKYq8T243W6YzWbUajUcHx+jWq2yS2etVuONel4hOo0Gg0F4vV643e6pud3v91EqlXB+fj5FN1hlDIdD1Ot1VCoV5u8q4XA48PTpU+zs7ExtfDTPqSpDTXZ0EBwOhxfoJrOqMbQ5jkYjVCoVHB0doVqtYn9/Hy9evMDR0RFzMVcJFDBT5WVWQ7Qy6w28kQYlx8zJZAKj0ciNlmLVYtUDRYvFgng8jq2tLUQiEUiSxGNMh75qtYrj42Ps7e2hXC5PuRQv4753lzAajdyM7vV6eZ8i8YR6vY5MJoNKpYJ6vc4VGkpOESWSklF0+Jn3pNC8Qpn8AF6vJ5lMBqVSCSaTCaenpzCbzTCZTLDb7fB6vSgWiwgGgygWi2g2mxgMBreeEFmIAFvMupIWaDgcxvr6OoLBIMsVUVmg0+mwo9Lp6Slnv4DlXGxmla6pdEXBspiVo9+hANbhcMBms10YGwqqlVlUyuB1Oh0WcqeFhR42mw3BYBCyLLN5hyzLl0p7EYVk1oGBvicuuM1mQ6vVgsvlQrFYZB3MeQtGldeFMiE2m43pTGazGQCmMn/tdhvNZpO1VFedp0eOfqTPPivYMpvNCAQCPNepRCtSPsRGWwIpkMxqJhWfS/fUaDRiTdd8Ps8N1KVSiZ+z6Hjb+TarMe/HnqvsNQAwdR2UjU6rzFklqpPH44HD4WCKnNgATEYdhUKBK5CrNk63BVq3ac0WlSjIFIyypVT5pUM99TEZjUa0221e04GLQgEqrg8lzYMy2J1OhzPYtVqNnR1tNhvsdjtkWYYsy2xwddtYiAAbeJ39c7lcMJvNiEQiLLHlcrmYv0rC4+VymT3taaNd5ok8KzgQ1UHIQpooGUr5MgBTQQeBgg8xm01/S5ZlPqGTeLz4OqTUIErmKJvHxFM8WaFSprDT6Uw1VQHgm6fT6fCCpjxEzBOU10VZ6qWSuKh7TXqdouX3Ms/d62AwGDDP2WAwoFarsd6p0uhEpCjRvBHnttKAhr6K/Qn0EBt7ae6RfN2rV69QLBaRSqW4mWlZcBUX+12hDIy1Wu1UE7bIqSQVHXHtXhV6nxJU3TKZTDCbzVN0MqLtUWa02Wyi1Wqxko2Kd4NynhH9jB4UZE8mEzQaDZTLZW4qpQRgIBDgNYoqxbR3kVzdrL+l4npQJt/ofphMXnsTnJ+fs0cKqUSZTCZWFDGbzSiXy2i1Wre6tixMgG232/H48WP4fD5sb2/jww8/xObmJrsVDodD5HI5fP755zg8PEQ2m0Umk5kyTFlGzJoYxOMdDAaoVqvIZrNIp9Os2EGBrmjUMUuFQyxBirxK4PX1AF5nouLx+IXGR1HTUjzRi7xK0S650+mwfqioAiHSJ8TPS4ZB7XabaTDzfo2tVivW19extraG9fV1SJLE2adCoYB2u410Oo10Oo1MJsPjs+poNps4PDzkw0c4HJ7qHxApR0RXEL8CmLmhKQNsAs3zZrOJZDKJer3OCjalUgmVSgXHx8ds8Vsul6deU900p0HXRVwfDAYDy1SSYhFVzDqdDsuGKntIVgk0bqSy5HA4WF+cGvnz+TybHeVyOeTz+Qulb+XhUcXbwWazsblMOBxm07bRaIRMJoOjoyMUCoWpprqPP/4Y4XB4in5GSb9Go7HSh8b3xWX0Mzq45PN5fPnllzg9PcWDBw8QjUY5yH727Bn8fj+Ojo6Yhqmk69zk/bIwATbxVyORCMLhMNuVigEbCY8fHBygWq2i0WjMXGgIyzq5lXxpymCTgDuBSrKiHrWIyWTCzxHH+arnz8okK0vtIh2CslVEN2k0GhzAVKvVKeoIKcfodDrUajUuyS3KJqzX6+FwOGZmsNvtNhqNBmeiyG1KiVUM4MhhEHh9sKMxslgssFqtHHCINDJgtjY6zRPx/5TPoYMlaQsTJ/7g4ADZbBbVahWnp6eo1+sz3+8qXqPLoKwOECgra7FYuLOf1gTKXiud3FYJ4rhRssJkMk3R68SG6EajwVbTomGQ+FrA8u5574ur7lnSzyeJRNLVH4/H3N/VaDR4b5QkCcFgEGtrawDejDlJ4Gq1WrXCcMMQabCtVgvZbBatVgsOh4ONBSmDbTAYWG1qFj3wJu+XuQ6wSc+ZdINDoRDW1tZYZouawur1OhvKlEolVKtVLtmIWJXFRewubzQaSCaTMBqN8Hq9MBqNU8obRAOZlc0TmxCVG6VyAopBCQXOVOIVv6fuXfoZlTipYYQOA9Q4KWbXRUoANfKITZzznsEWTQrIAQx43aCRzWZRKBSQy+WudBpdlTksgmygASCXy+Hg4ACdTgdOp5PlHEmZxWg08u+JB0Cat+KCKs5hcRMsl8vodDrI5/N49eoVy3zmcjlUKhVukFHONzUrdRHimIh9H9Rw6nQ6OStLdDRqFiXamNLVbZWgDLTFtZh6DUgLWBwnEW/DkV9VXJbMoDlL67bJZOI5CoDdeEnus9lsIh6PIxwOw+fzca+ByPldhGTQooISVkT9oARJsVhEr9djOVdadyRJ4qqZsin4Jq7RXAfYBoOBS8Bra2v4yU9+gqdPn0KWZTidTmi1WrTbbTaUefnyJY6Pj5FIJHhiryImkzfGENlsFv/6r/+KV69eIRKJoNlscumKHhQY0yJA5XZRK5gc10hXezweX5DVIrkiCpiJ8tFqtZDP59Fut9FqtVAoFLgpUQySKXChCT8YDC5kGmmD6ff7U4HOIgTYYiZE1GCuVqv4+uuvcXh4iEwmg1qtds/vdL5ABxBRgsnhcCAajeIXv/gFotEonE4n4vE4B3DK6ooyQyUGa7Qoj8djFItFfPvtt8jn80in02xe0O12WTmHOPM072cF6iregO5LUbqMTFM2Nja4V4Mye41GA7VajatU1Gg97/f3TYPWYUoskCuvSIUiSh2tp7My/uq8fHuIBxoylwmFQjAajRgMBqjX65hMJggGg7wfPn78GKPRCD6fD0+ePIHX60Wz2UQul0Oz2YQkSQCwMBXXRUW320U+n4dOp4Msy9jf32fhhVAoxCIJwWCQE1rUy0W4qWsz1wG2WEa02+0Ih8OIxWLMuwbAPGPSoqXu0VUGBb1ULkmlUiiXyxgMBojH45wtUjbLUJMGLSxWqxUajQZWq5WpGQSdTscTUlRuIP5ko9FAqVTizTKZTKJWq3F2mgJrqj6IWe5l3BBowSanSpIsBF4vCLlcDqenp2xWouINxAw2ZeskSUKv18PW1hYsFgu0Wi0ftkSKiAilio6YFaVDWrvdRi6XQzKZxNnZGfb395FOp39Uj1mlhVzErDEhSU6qOJCCkajtTOsIrQvz2MB82xATIGJDulhtFM3CqHK4jGvnfUAcc8pgy7LM6wZVgW02G++1tK+6XC5WNzMYDCy2QIejZe4JmwfQOg4AtVqNM9hE33G5XHA6nez0SJVNwk2u53MdYJvNZgSDQbjdboTDYeZbipOUGsSSySSXAVS8AcmKAa+txo+Ojph6QYu12GwoLuKSJMHpdHL3uiRJ3MVOmSiRd01ZZcpgl0olzlpTBptkjVqt1pQZzmXlzWWAWCkgrjUFg2azGclkkulNyr4BFdOgAEyj0aBcLuPk5ASdTgd+vx9arRZerxcmkwkOh4ObbEWHQZpnYumWJM663S7S6TSOj4+RTqdRKBR4I73O+1IxDeWY0AGTHFzpQU6xzWYT5XIZyWQSuVyOm9RXMXAUD350wKzVatBqtazdDuBC9U7lWt88aG/rdrtTlVyr1QqXywWj0Tg13gaDAa1WC/+Pve/+bSvL0vyYM/mYM5UsyXLZrlzVoXp6sDO7i5kNwGD/zsUsMMAOBj27013dXdNdubrKtqwcmHPOYX/wnuP7nilZshVI6n2AQFmmKPK+++499zvf+c54PEapVMLp6SnXcYjOUOo1un70ej2Uy2Vks1numTEajaDT6SBJEvx+P3Q6HUqlkuz37gSD7Xa78f7772NlZQXxeJw7/dGHHw6HqFQqePLkCZ4+fYpSqSQrPLoLBY2vAzH8er0ejUYD+Xyeg2NxMVZW0QLyboxiyoxYKOVpnAJ10SGENggK4EmOIgY6Z3V9uwyUbOWsQDzIDAYDFItFpFIpmQb+4OAAT548weHhIXfJVDEdFGyQJ3az2eRGRkdHR2zLtLGxAa/Xy0ypyWTiBjTUkIqcW0qlEvb391Eul1EoFPDs2TOUSiVupKRsuqTizUCF6k6nE9FoFOFwGOFwmC1WG40G9vf38e///u/Y399HqVRCuVy+s1aVVLTVbreRzWZht9vR6/UQi8WYSRVJCgB8kFQzKlcH8YBjs9mY/aQmauTaQsFzv99HoVBAv99HOp3GV199xU1QSqUS28mp1+f60Wq1sLe3h1qthna7jc3NTa5Fi8fjmEwmSCaTXLx+1bj1APushUCj0TCDTYWNNptNZudEDHY+n2dbN2Wzkbu+0FCgS8FFsViU/f+b2NGIxY9igH1eGl2Jy16Xizx/VoNsAMxgk2aSgsNer4dkMolCocBOGSqmg4IK0ulToKzValGr1WC32zn49vv9MJlM7LOs0+nYrYYC52KxiEajwYWT+Xwe5XIZR0dHvNhOc8BQ8WbrKjHYxFxT0wdqmU6ZhGQyiYODA27McReLR8XPS7UttVoNLpdLphWdxmDP8jo4b6B5Tgw2rSVUl2Q0GpnhJgMB0sQ3m00UCgUkk0mcnp5ybwNVHnJxvO3aSw5Uo9EIPp+PGWyqA/H5fGg0GixRu2rceoA9TaNHqV2Hw8GNORwOBxcTiCwoWbXRo+hwMe317xJELZGy6AV488lLQbVYJHbZTfCyf3fe0/STyQSdTgfJZJKDRCruzOfzqrTpApg2nym46HQ67EXb6XSg0+lwenrKbhWiDIFqDgqFAjeQIYeQRqNxZ92HLoM3GRPKglEharfbZWbw+PgYtVoNBwcH3MqYsl53Lbgm0GemIl/gRUbS5/Oh1Wohl8shlUohn8+jWq3OXCfbeQbNudFohFarhXQ6zeYKACBJEh/w6eBO9TNidiyXy3F3TbGLo4qL4W3ve7p+Go2GO27W63UMh0O+lq1WCw6HA1arlZ3OruoQdOsBthJGo5F1v+FwGKurq9jY2IDRaITRaOSUmOhCUa1WUalUOOgWvZvv4sIs4rwxeNOxEZ1Dznu9s5iU67gmyoPVrECch6VSCV9++SUsFgsHhlQwc5ansgo5lO4ftBCSpIPWiT/96U8shSLnG7KMpPnb7XaZfSK7SKX7kFrAeHXQarXckRB4UYBExb2ff/45kskkisUidnd3US6X+SB6Vxk/muvlchnffvstLBYLwuEwCoUCQqEQqtUqUqkUN0Kiwq7zinvVeXwxkLOQRqNBqVTCt99+i2QyCY/Hg2QyCUmS2G+52WyiXq8zSy12Iu52u+yGQ8SgiptDr9dDsVhErVaDJEk4PT3lxlZLS0tYW1uDyWTCX/7yFzZeqNVqUwmvN2lAM3MBNtnD2Ww2ZrA9Hg8AvMJgUyvwbrcrYzuuqgvPVWEWA79puEwgcdHnTWvi8TZ/dx5Bc5LS4Gc1NjlPLjVL4zMr81m8x2kduElc93WZlXG+KhCDTelYYrBLpRKOjo6wu7vLhY4ULE57jase81kf5263i0wmA51Oh06nA7vdjnq9LsvC1Go1tjWd1TVk1sdZCVpf2u02MpkM1wkYjUZZ5qVer6NSqeDw8JA7A4qZl5se93kb5+sEZSu1Wi0ajQYfhpxOJwKBABwOB7LZLJxOJ9f3KS1eCW/SgGbmAmyDwQCn08lfJpOJU4riByQmm/SY9DWLlk63vbBdFNfFLN/U353lcT7v4Ccysmf97ixh1t7PdeO2rsuijfNgMEClUuHMg91uRy6X4xoEkoWct37f1hp126Ax6/V6KJVKXH9UrVbR6/XQbreZ7Z82frPwGWfhPbwJyP2JYg+z2czN7Kg5GvVkUGbYbgPzOs7XBbofer0e2/ZNJhP4/X6ZDaZOp2NDh2l4k+t64wH269681WpFNBpFKBRCPB5n/aQyLUzFYlTURMUwd7EhwaxClG3c5ZtenLvT5v9dHhsViw/axDqdDo6OjqDX62EymfDTTz/BZDLJumeqafSXENcKqnmp1+vY3d2VySWp26XY/GhazY2KN0Ov10OhUEC1WoVOp8PJyQn0ev0r7liiveosZdDvCqZJoShepLb2x8fHGI/HiMfjiMViAF5685tMJvR6vTMZbPF1L4obC7CVTR5EiG9ar9fD5XLB6/Uyg00fWAycB4MBM9higxJlcD0LqbGbxCx+3ll7P7eJy0hr1HF7u3G4qPOMOs7XCwqwqSnKec9Tr4UcSoKi1+uh1+uxo45KJl0vxP4FZIE4zSlLtLGdFlyrc/tmMG2c6d9Us1cul2VuPOK1E5vpKfEm9Tg3FmDTmxLf4FlsnjJ4VrbDrtfryOVyKJVKyOfz7B4y7YPftUk9a5931t7PvEAdtxd4m3FQx3A2cNsp83nGWfvm6/ZQFW8PJSM6rV/DRWqMzvu5iqvFeePc7/dZXqXRaPDjjz+iWCzi4OCA29mf5/RC1/oyQfaNS0SmTUzxDYvd7prNJlqtFlqtliwFdnp6ih9++IH9JWu1mnqSV6FChYoZhJoufzOcJfMQN/ppvte3VVy3iKCxFYMuZQyjdJdQx/128LpxbzQa2NnZgdFoxP7+Pvb29uByuVCpVLj3AcmuzsJlHXlurciR6HblaYCYavqg9CW2Nm42m+wBSvZcKlSoUKFidnBdjh93PYARU9ViR96znqPizXARWzals4Q65rOLfr+PcrkMAKhWq6jX6zCbzeh2u6jX6+j1elNlxgRlvHoRt5ZbC7DFNypOyMFggHq9Dp1OB7PZjCdPnnAnHmKwU6kUUqkU+xuKxQUqVKhQcVGom+H14bJje5OOQ/OO81yJxOeoeHNcxN2JvsQgW2WxZxtiVoKc5y5yzd7kmmrO+yWNRnMls2RageNZk9discDtdsNiscBms3GLdGo6MJlM0Gw2kclk0Gw2uTvbPATZk8lk6pHnqsZZxQuo43wzUMf5ZrCo4zxrDVAWdZxnDYs4zrM2l4HFHOe3BWV8DAYDLBYL9Ho9BoMB2u32hbvGKqVZw+HwTCr7Vl1EplHxxGCTeX6pVIJer5dV71Inx/N8P8W/NSsTXoUKJdT5qeIuQ53/KhYB6hyefYie1wC4uRs50L3Ja70OZxv+qVChQoUKFSpUqFCh4tI4VyKiQoUKFSpUqFChQoWKy0FlsFWoUKFChQoVKlSouEKoAbYKFSpUqFChQoUKFVcINcBWoUKFChUqVKhQoeIKoQbYKlSoUKFChQoVKlRcIdQAW4UKFSpUqFChQoWKK8S5Pth32ZD8OqAav98M1HG+GajjfDNQx/lmoI7zzUAd55uBOs43g7PGGVAZbBUqVKhQoUKFChUqrhRqgK1ChQoVKlSoUKFCxRVCDbBVqFChQoUKFSpUqLhCqAG2ChUqVKhQoUKFChVXCDXAVqFChQoVKlSoUKHiCqEG2CpUqFChQoUKFSpUXCHUAFuFChUqVKhQoUKFiivEuT7YKlSoUDEv0Ghe2JE6HA6Ew2HY7Xbo9XoYDAbo9XoMBgO0Wi0Mh0M0m03k83m02+1bftcqVKhQoWIRoQbYKlSomHtoNBrodDpoNBrE43H8l//yX7C+vg6z2QyfzweLxYJarYaTkxPU63UcHBzg//yf/4Ojo6PbfusqVKhQoWIBoQbYKlSoWAhoNBpotVo4HA5sbGzgvffeYzbbZrOhVCrB4/GgVCphPB7DarXe9ltWoUKFChULijsRYNPGS496vZ7TydMwHo8xHA4xmUxgMpngdDphMpkwGo0wGAwwGo0wHo/5+9FohH6/j/F4fIOfSsW8QafTwWw2Q6/XYzgcotfrYTgcQqfTwWAwQKvVwmAwwGq1sqzBarXy89vtNobDoew1xdcZDofodrsYjUa39AlvHnQf22w2+Hw+2Gw2LC0twePxwOFwwGKx8HNoDBuNBtrt9p0aJxUqVLwZzGYzJEmC2WyWfU/rLUnOMpkMWq3Wbb/duYJOp4PRaORH2u/oe6PRyDGbXn92uDocDtHv9zkeo9is2+2iVquh1+vxz28yTrsTAbZWq5VdRLvdDoPBcObz+/0+ms0mBoMBfD4fHj16BJ/Ph263i0qlgm63i263i3q9jl6vh06ng3K5jG63e4OfSsW8wWw2IxQKwWazodVqIZfLod1uw2g0wuVywWQyweVyIR6Pw+l0wuVyIRqNwuVyoVarIZlMol6vy16z1WqxlrjZbCKXy92ZRV6Uhfh8PvzsZz9DNBrF8vIy7t27h1AoBK1WC5PJBADo9XooFotIp9MolUro9Xq3/AlUqFAx65AkCe+//z5CoRBCoRDef/99BINBWVC9u7uLf/7nf8b+/v5tv925gtFoZAmfJElYWlqCy+WSfW82m3l/JGg0GkwmE/53u91GqVRCp9NBt9tFtVpFr9dDNpvFDz/8gEKhIPv5TeFOBNi0ERsMBhiNRlgsFpjN5jOf3+120e/3MZlMYLfbEQqFEIvF0Gq1YDKZ0Gq1uDiq0+kAeHESU6HiPOj1ethsNjidTgCAwWDguWk2m2G1WuF0OhEKheD1euH1erGxscGyBoPBgHK5LHvNWq2G0WgEvV6P8Xh85+YhZaVsNhui0SjW1tYQiUTgdrths9n4eZPJBKPRCJ1OB81mE51OR804qVCh4rUgYmRpaQnLy8v49NNPkUgkUK1WcXR0hGq1ivF4LFtvVFwMOp0OFosFDocDbrcb0WgUXq8XgUAAW1tb8Pl8sFqt8Hq9sFqtU5UHk8kEzWYT6XQazWYT7XYbhUIB7XYbZrMZp6enaDabmEwm0Gpv1jhvoQJsSqkbDAZOtev1epjNZpZ5iCmes9DtdpmRDoVCWFtbQzAYRLfbhdvtRq/X49RDv99HOp1Gq9W6M8yhiteDJEk2mw1+v59P6MvLy5AkCc1mE9FoFK1Wi0/o9JhIJOByueB0OuHz+eB0OqHVann+iWg2m5AkCa1WC41GA9FolAPIYrGITqeDfr+PdruNwWBwS6NxPTCZTPB4PLBYLIhGo4hGo4hEInC5XOj3+6hWq+h0OqhWq+h2u0gmk9jb20MqlUI2m1UzTirmDqLcUUyvGwwGWCwWGAwGljUq9zhxHRiNRiyDFNPodBAV2cG7Dr1eD7vdDkmSYLfbOUijn2s0GkiSxF/D4RCdTudOStCMRiMcDgfPS5J26PV6mEymV2QeVCPjcDh475MkCS6XCy6XC1arFWazmYmjXq+HRqPBsshms4nhcIh6vY5kMolGo/EKg10ul9Fut9Htdm+cVFmoANtqtSIej8PhcECSJMTjcbhcLjgcDkSjUTgcDpjNZng8nnMDbJJ8dDod2O12RKNR2O122eJDC9RoNMI333yDTCaDbDZ7g59WxayCJElarRaxWAy//vWvsbS0BEmSsLKyAkmSeLPr9/uyxYc2R6PRKNs0B4MBlpaWXgmSB4MBb5r9fh+tVgv9fh+np6f44osvkEwmmWmp1Wq3NCLXA6fTiQcPHsDv9+PevXv46KOPsLKygn6/j0ajgVKphEwmg++++w7ZbBalUgm7u7t8eF608VCx+BDljlarFR6PhzNftMcFg0E8evQIfr8fADhYrlarODw85GCa1opcLocnT56gUChwcKis9bjLIAZ7eXkZXq8XFosFAGCxWBAKhTAajVCpVLCysoJ6vX6n9dgOhwObm5vwer0yaQcpAZQsv2ipKpKidHjR6/V8gASAer2OnZ0dlEol1Go1ziDQHlepVDAej1mB0Ov1UKvVOLi+aZJpoQJsg8EAh8MBr9cLn8+HlZUVeL1eDmzoRPS6ALvdbvOphxhvk8l0ZoFkvV6H3W6/7o+nYk4gFtM6nU6srq7i/v37kCQJq6urkCSJC2lHoxG0Wi1rianA46KpLPF1xMJbr9eLZDLJrNR5NQfzCpPJBJ/Ph1gshkgkgkgkgnA4jGq1ilKphGq1imw2i2fPnuH4+BjVahWpVAqNRuO237oKFW8EUe5Ih3GbzQav14t4PA6Px4NEIoFPP/0UsVgMwIsAezKZoFAowOl0sh6VAg+DwYCTkxM+cJ5nAHAXQcEekXXEwup0Ot73iXWVJAmTyeTcgrxFhtFohNfrRTgcZmmHzWaDJEmcmRUhBtiEyWRyphSk3+8zcVIoFLC9vY1SqYRyuYz9/X1UKpVr/4yXwdzMAgpYqGiJJB+UkqCfEWvtcrkQi8U4reNwOGRVqedBp9OxoN5oNPLfvWn9jor5BDEbdrsdiUQCwWAQXq+X5ykF08CLeT2ZTDAcDvnk3e12uYhjPB5PTdfS74tpYvodrVYLp9OJpaUl6HQ62Gw25HI5TlsuiuMNua4Q209jMhgM0Gg0UKlUUK1WUavVWC5yF9O2KuYXGo2Gi59NJhOsVivrUm02GwKBwCsMtt/vlxWEEQwGAyRJAvBCLmK329Hv96HRaJDJZGAwGFCv13F6erpwcrK3AQXYbrcbdrt9ap2LXq/nzPlwOLyzAbbVakUsFsO9e/dgNBqZnLTZbHC5XLDZbDKXj16vh0KhgGq1Kvu5uPeJ2d5SqYSdnR2Uy2VUq1Xk83nUajU0Go2ZnLNzMwuIDTQajfD7/dja2mKmmlIS5BBCG65od0b2aBSonweDwQCn04nRaMQ6Igqu1dO9itfB7Xbj448/RjweRzwex6NHjxCPx2XzEHjJLIm6MgqAxYB7WjAsdi2MxWJwOBwAwK8djUbx61//Gs1mE0+ePEGxWMRgMJDVF8w7qEDGbrfDYrHwxtftdpFOp5FMJnF8fIzT01OkUile0FWomAeQ1trtduPhw4cIBAIIBAJ455134Pf7ZSl4vV4v02A7HA4+mNMjWVhGIhGMx2POeqXTaVitVmSzWRwdHaHZbKpZHgGiRITWnLOe02q1oNfrcXh4eAvv9Pbh8/nwi1/8Ap988oksdtJoNDAajdBoNOj1ehxQ1+t1HB0dsTMbZVXIYm80GsmKSYk86ff7LI8cDoe8t80a5ibAJu2ZxWJhdprSwh999BGCwSCnzjQazVsFwqK1lwoVlwUx2CsrK4hEIggEAvB4PGc+nwo2er0et/MWT/hKPaQ4tzUaDctMAPAjseXD4RCtVgsej4fTcIviNKLRaJjBFqVbg8EAzWZTxmCrAYOKeQLtYVqtFhaLBcFgELFYDNFoFI8fP0Y4HIbZbJ5qOUv3gZj5ItmCMkUPvDiUl8tlWCwW9Hq9c+WTdxGiROR1z5EkCZVK5c4y2BaLBYlEAuvr6/wzYqOpVwPwcp8i69RarYZWq4VSqcQ1RcRaFwoFPHv2DKVS6VY+09tgbmYBpYMp3UALjs/n4xM8LSxvElyL+lViDi+aTq5WqwtZFEJsP8kP6FHMDhgMhldYWeBltS+xsRQo0jgvgkRBhFjYSO4ffr8fkiTBaDQCgEwKIloJTVtYxAB72jykDTgQCECr1aJer8scckQduM1mQyQSQa1WQ6lUQrPZZG32WRKUeQB9Rp1Oxwv2ZDLBYDBAvV5HpVJBo9FYyHtz1iBKlcR5SKTI6/oO0JzvdDrca0BkWYmhpaZLVIhHWaBFA6XXzWYzYrEYlpeXkUgk4PP5uFj/rIZpYgMUypqdd6g2Go3weDzQaDTI5/O8Xqm4OLrdLjKZDA4PD++0Q9FgMEC1WkWxWJQV6RMjPRgMOGAuFovcu6HZbMp6i4iEEzHX84i5CbBFD+FIJILHjx9ja2uLK1RpsXlT5pouJFnw0SJ/ERwfH7Mv9iKBZDmiw4Ver5eZwFN1MLGjtNkVi0UuQGg2m9wMhW6ifr9/mx/tyiFuiNFoFBsbG3jnnXdgtVq5JTexyYPBAMfHx/j8889xcnLClnq0ANEjyUXOCrABIB6PI51OIxaLIRQK4d1330UwGOSDEAD4/X588MEHCAaD7CJAnQwvc5CcNdABwmQy8Wcdj8dotVpIp9PY29u71H2s4s1BxU1msxmRSAQffPABQqEQnE4nYrEYe7+L6/M0d4t0Oo1vvvkG2WxWlgIW1xlyaWg0GnxoXbQg2+l04v79+/D5fFhbW8Ovf/1rrKyssPzDZDIx6aFEt9tFNptFq9WCzWab6t4gwm634969e5w9U/2cL49qtYrvvvsOX375JdvE3UW0Wi0cHR1xwScVNlJ81W638ezZM/zP//k/8ezZM+7AKJJvogabfjav8dXcBNgig2232xEIBBCNRq/s9YktJEaxUqlc2GaH/LAXDVTsScyRzWaDwWCAx+Ph7IHo0AK81BWTNzgxKNTYYzKZLIxEQYRWq4XZbIbNZoPD4YDH44HP52OWH3iZJen1eqhUKtjd3cXz58/R6XRQKpWYdaJiPFp8ztJgazQatNtttorSaDTodrtchU3jTJusXq9Hp9Ph60ivM68g1xWRwaYxrtfrqNVq7JOq4npBzLXdbofX68Xa2hqWl5fh8/mwvr4Ot9v9CgEyzd3CZDLh4OAAtVoNWq0Wg8EAk8kEJpOJfYZ1Oh1KpRJ0Oh3P+0ULsIlVDofDiEajSCQSWF5evtDvkj8wuYK8bv4bDAb213e73QvpOHTd6Ha7yOVyOD4+vu23cqsYDAao1WooFovQaDR8/xKD3W63USwW8ezZM3z//fe3/XavHbcWYFN6V3QFMRqNMt0ppQzFVCClDKnnPP2cggr6En9XdE6g1IMYwNDFp4YUl219fnR0NLcnLEDurSpeC7vdjmAwCIfDIfOoVDLYVF0tFtUMBgOsrq7C5XKh1WohEAhwB0ySQ4inVwoyqTPmvG2YFNDSl16vh8FgkDmG9Ho95HI51Go1pFIplEolVCoV9Ho9dDod2bykeX4eJpMJOp0OMpkMP5c2YWpsQ1kHl8sFjUaDYrEISZLgdDqZKZ+nAJSCamri4/P5EA6H4XQ6MRwO0Wg00Gg00Gw2Ua/XVeeQawJdB5IqeL1eLjanhj8+n4+zi+dBdLdot9uIx+O81hOjJXrIZ7NZ9Ho9GAwGWZOUeYcoM5MkCdFoFMvLywgGg6/VRYvSGtFpwefzYTQasZRS2XJahYqrRKfTwenpKfR6PdrtNlvwUbdhs9nMDf9MJhPHZPO2318UtxZgE+On1+vh9/u5Mpo0Oa1WC/V6nX1rxZQBBcmk06P0gmjl12g0+Hfb7TYHz6R9bbVasqBO1K1RcH5RVppOZfMKo9EIt9sNi8UCn8/HLUo9Hg/u3bvHrIayS6bSoUW8SQKBAGKxGFf70tjSWHU6HTQaDeTzeTSbTaRSKfz5z39GKpWaS22waBlnNpthsVi4tSuxq9VqFT/++CNOT09xfHyM7e1tnJ6eynTpys9+VpBN/1+pVPDdd9/BbDbj+PgYOp0Oy8vLCAQCePToEQKBAMxmM5aWljhwX15eRqvVYuu6eQpORLeEYDCIra0tfPDBB5xGJPkANX5SnUOuHuQKYLVaEQ6HYbPZsLq6ir/5m7/BysoK7HY7IpEIB9cUHCrv52nuFmRztrKyIltbxEzZ/v4+zGYzDg8PUSwWsb+/vxDXWJSZLS8v4+OPP8aDBw9eW2AHvFgHvv76a57733zzDXK5HOLxOH7+858jGo2+0oBGhYqrRrFYxBdffIEff/wRjx494nUAeOG0QvUZ5BtOBenzqrF+HW41wCaWjxbkSCSCer2O8XjMpxuR/RCDbGL6xIJESolTW+lKpcJSj3w+z0E79aZvNBrIZrNoNpuy11skr+CLgKyHqAkPbXZkh+jz+WA0GpnBvii8Xi8AyIJG0hvToef09JRTmRaLBVqtdi7HXSwqpEfl3O12u8jn8zg9PUUmk0G5XH7rboJkbwS8uI4nJycyuzq6h2iD9ng87BM/j36tpC0XPYFDoRDq9Tp/iSy2iquF6G5BWS5JkhAKhbC+vo6NjY2p7haUYZwWZIvzczQaIRaLcfE01YC43W4sLy/D5XJBp9Php59+4gLWRZE0iDIzSZIQiUSQSCR4LM6DWGSXTCbx7NkzpFIpNJtNhEIh9sdfhIOIitlFp9NBMpnkwyIVLVIRNCkWiMUGXjqKLCJufHelwXQ6nVheXubFeW1tDcFgELlcDvl8Ho1GQ6bVpQKxyWSCbDaLJ0+eMCs6rWK6Vqvh5OSE08TE1rVaLRQKBXQ6Hf6itpqUqpjHAO8iOEsKQg16HA4HAoEAayclSYLNZuMbQyxEEF1B6JFSkGazmbMMlFmg16DUMlUYu1wu6PV6BAIBhEIhtNtt9smct81AlD2RLITadvf7fWQyGaRSKaRSKRQKhSv/fCQXoc1UXNzovVE63u/3z2VwQn6zDocDoVDoxizF6J6hA5So+yaIRaOL6pZDh3HKPG5ubiIUCiGRSDD7SmsFHahJEgZAJiMj0HiStjqXy6FcLsPlcsHr9cJut/PritIRcQ2aV4hro9vtRiwWg9vtRjQa5Z4OosxMdFYRs73JZBJ7e3tIp9PI5/N8uG6327wmdLtdOBwO5PN5rmOy2WyyNcvpdGJrawvdbpezwHf9oEpFo0dHRzCbzXC73a/IbESvbCL35m3/ugpQPAAAzWYThUIBmUwGVquVGyBRFtxgMGA4HM51HdDrcKMBtsjwxWIx/N3f/R3W19chSRKzE7u7u0gmkyiVSrKimF6vh3w+D51Ox0y0JEno9/uo1WoYDAbcKt1kMjFTShpMCvZE3a/SRUG0fJrnRfssUOGM2WyWsdOiftJisfCjKAURDzLiwt7r9dBsNtHv92WyBNICttttbuVrs9nY9QEAM5EU6GWzWUiSxEUQ87RAkQZbbHsOvFhk9vb2UC6X8fz5c3z11VfY3d1lG8OrBKWJzWYzSqUSHj16xM4OtJHbbDZumGA0GvH8+fMrfQ/XDUmS8N577yEej7PG/yZgMpk4IDEYDLJCUYJYrNrr9fiAs0ggtxCbzYatrS38t//233D//n1ui2y1WmVrbDKZxBdffIF0Oi07jCtfk4JJqoXp9/tIJBLY2NhAKBTiQJPWbJIDkRvOvEJpx/eLX/yCNezUblqUmY1GI15vDw4O8K//+q84PDxEpVJhJxaae+PxGOVyGd9++y2n5p89ewZJkrC6uoq//du/lUlxdDodotEo/uEf/gG/+MUvsL29jX/8x3/Ezs7OLY/S7YIcQqig/P3330cwGJQ9R5IkvP/++7DZbMhkMvjuu++Qy+Vu6R3fHsbjMbrdLrRaLe/j/X6f5V/kqmW1WmGxWGTKg0XErTDYOp0ODocDa2trePToEVsw2Ww21Go1DghEJnA0GjELQuwFuVMQ2ykyqKId3KJ6pV4WYqW/KAUJBAJ4+PAh/H4/P0c56UXte6vVYnmD0tKQ/JVJb91oNLgbGfDy+tNBy2AwYDKZoNlsIhAIcKHfvHmx0mFQDK6BFwx2pVJBLpdDNptFJpNBOp2+lvdATAsAlk30+33odDoOagwGA1wuFx9A522czWYzAoEAEokEAoHAjb1/ctEhD2KSLoggf3Fl059FAgVjdrsdfr8f9+7dw8OHD2XPofufyI+joyPs7e0x86wMsKkjodlslhU2kjTNZrPx4VW07qIgfp7XdlEWQsz1ysqKjJAgUHa13+8zgfHs2TM8efIErVaLpXfifkdZLa1Wy4QHFZ19/PHHrH2l5zscDmxubiIWi2E8HnOH2LsMcgih/gLTDs3EYBORd1eb9VCGaTQa8R5jsVhgNptZrkjstbJB2CLiRgJsGkCx+GVtbY3Tf+RuUCqVkEqlUCwWUS6XUa/Xp4rfaZGhPvW0YNPCC0BWNHaXQYWLFotF5knr9/uxtLTEzVAoqKZglzYyYvjJo5a0rZlMBq1WSyaBoOvocDhQKpWwv7+PcrkMr9cLk8kkW/jJfJ42SIvFgng8zi2vnz9/jmKxyO9j1q8j+f8Gg0Husga8OBhSxqXVat0Y20YtZcvlMhwOh6yLI/nJU3p4nkAHBK/XC5fLxQF2v99HqVTideRNmWPxfiEZk16vZ0kKSaboUUSn00EoFGIW9vT0FI1Gg/89r2y2KGPweDzY2NhAIBDA6uoqeyZThovmHRWYHx8fI51Oo1gsyu53ESQpM5vNXAditVoRDAa57oPsvwaDAb9epVJBvV6fKxccJfR6PaxWK+x2O5xOJzweD7xeL5xOJ3clFtfNbreLQqGAer3OjkStVouzi9M07mInvVarhfF4jGq1inw+LwvkyfKSAkmPx4Pl5WXOFFBG+K5BlH+EQiHVheUNIDYBpDlmtVoxHo95bzoLSn/sWY8FRFx7gE3pLY1Gg1AohL/+67/mFtKU/qNUAgVlz549w+HhITuFKEGLODEatMCSfIF+ThfkLsPn8+GXv/wlYrEYPB4P1tfXeQPz+/0sAaGUd7PZ5CYFZP3U6XRkLh80zkoNNlWt63Q6HB0d4be//S2Oj4+xsrIC4IWFHOmuaVOlTcHj8eDnP/85xuMxvvnmGzx58gS5XI437llPA0uShA8++IA1qWQ7RhtiMplEsVi8sSCLrhnp6slKkeRBZrMZ+Xx+7pgWOohtbGzAbrfDYrEAABqNBnZ2dnB4eIjj4+MLe9gr4fP52HVBkiQ+kIo1C3q9niULIsQ299lsFt9//z2y2Syy2Sx++OGHuU0ZizKG+/fv4+///u+xsbEBSZIQCAQAvJjn6XQazWYTyWQSf/7znzkQ3t3dRaVSkVmqiqDmKWazGSsrK/j444+xvLzMXvIWiwWNRgPPnj1DoVDA7u4utre3cXBwwBaf8wqS7fn9fsTjcaytrWF9fZ3leaL2ejKZoFar4dmzZ0in0zg8PMTp6Sny+Twz/9P2u/F4DI1Gg06ng0KhAJ1OB6vVynVMoVAIVquV9wC3243JZIJ79+7hr//6r7G6uoqTkxP88Y9/RDKZvOkhunWQ/OPTTz9lP3YVF4MobyKIdUDUhO08m2Oy4hRd4+YlrrsxBlur1cJqtWJpaYk7VNHpuVQqoVQqydiOarXKjIcS5LN80Z/fZVgsFsRiMayvr7Pu2uv1nukKQp3wyH2FtNYHBwf44YcfcHR0dCYTJUkSS0cKhQIODg6wt7cHjUaDUqkEr9eLyWTChY1UjDccDjnwNplMyOVycDgczBBqtdqZD7BFloOCEeCltInsIm/qcwyHQ24XTrpYAHwfAoDVap07/Rt1F6VaAtJBE4OdzWZRLpffuPGTxWLhTpxerxcbGxvweDzs5EAsH0mcRIge/slkEo1GgzM388x6iTIGaiLzzjvvcBAIgO22SA61t7eHw8ND1Ot1dmo6C0ajEcPhECaTiQ820WgUDoeD5+hwOESxWEQqlUI2m0WpVFqIbnkU7BKDLUkSty1Xps4nkwl6vR6KxSIXM9br9Qv1YCDZDq0D1WoVhUKBte+UEdZqtXxo9Xq9WF5eZkeveTuMXxXMZjOCwSASicRtv5W5Bs1nkcEGXigbztuHtFot2u02x3bz1Fjq2gJsYq0tFgt7LCcSCQSDQfh8PjgcDm4IQ6zp6ekpcrkcFybOgzRglkCLsqhFX1pa4qIZl8sFq9XK6V5i+Kngjhbv7e1tTgeWy2WuRKcA8bxrIlrUUQBCFlJGoxF+vx9utxsOh0OWehZdRuZFkyUW7ZJxPjlNkBZNLMi6yaYn/X6fAx6HwzHXaXTgVY07LbK06IoV66VS6dwAm16HWGjRUSGRSGB1dRWRSAROp1PmYAHglVQ7uYuQvIpsBMlCkJwc7Hb73DZWsFgsCIVCcLvd3DjCaDRiPB5zj4JcLoeDgwMUCgVuonTRRj/kTEKbrt1uh8PhYNtOQC55mndZiAiDwcAHRmropYSYGaHgmpjrizZDU6LT6XDhqUajQbVahcfj4QCbXF2sVisfdObN0lPFzUNco0luFwqFmNQDwEQr8KJm63WNohqNBmfHRDabeh/MMql6LXcMBR46nQ4+nw/vvvsugsEgVldX8ejRIywvL8taPefzefzwww/4/vvvuYCO0l3ztBHdJkQXC6/Xy24eq6ur+OSTT7C8vCyTgohe34VCAdvb2yiVSkgmk/j6669ZCtLpdLhRTKVS4Y1t2nWhJiCkT6X3U61W8f333+Pg4AAbGxuIx+OIRCLQ6XRc5EjFj/ME0uZSox6n08kuNtQdtNVqoVQqIZ/Po1KpvDGzeln0ej225yJ3hnkFWTuK64pGo+HgVaPRIJfLYXt7G99//z0fLqaBDnFms5ndclZWVthRwel0IhqNsgaWtNh0v1Bwnc/n0W632T1DdN2hzoYPHjxAIpGAyWTC999/z4H/vDVWIOeW1dVVxGIx1kbX63Wk02nU63WcnJzg888/x8nJCSqVCvvbX6TRD0lQXC4XQqEQ1zGQZy7wskPc7u7uQmmByT1kbW0NsVhsalMeKl4mGdQ333yDp0+fciH/m4Ach0wmEwqFAtbX13ntIoaRHGMMBgNyudxcZ2FU3AxEk4RAIICtrS08evSIa36AFzK8X/3qV/jwww+n2pkSUUEol8vY29tDpVKRfV+tVnF8fPzWvSSuE9cSYItto6nbVzweRzQahd/vh8fjkZ0+SIqQTCZZc7uINnnXCdGD2Wq1IhQKIR6PczAbCoVkk1asSG+1Wshms0in09xhMJlMvlHDHbFNOAUz/X4f2WwWlUqFrRXFOTKvIOad2DeTycQaXdFJgfzXb3JeU9tws9nMevl5Bc1tOrDRv4nBnkwmaLfbKJfL5+qc6VBPAbvNZmMHo8ePH+PBgwcwmUzcJEXMpgwGAy60IRu0Wq2Gfr/PTKv42sRg2+12ZDIZZsKB+XMXMZlMnCInpp/mOMmQcrkcjo6OsL+/z5mviwbBogSFnFpoMyaIEhRqMLMIoD4EXq+XGWxlUx767NVqFaVSCel0+q210JRVBF4EPNVqFa1WCxqNhrOUtH+Px+O5lJOpuHmI2UGxERgd2CaTCaxWKxKJxCuBNEH5c3K7KhaLLFmlOrtZ7+NwLQE2VfqTdikajSKRSMDv93M3qUqlgqOjI1SrVWxvb6NarbI3tcpaXx56vZ5Ttx6Ph8c8GAzCZDIx40fjW6vVcHx8jHq9jkwmg729PW7yQ1KQiwSDokwCeKHty2az7GNrNBphNBp581heXmbtldLOjvxdy+UyV8XP8nygsXY4HBxMWSwW1rFTtX61WuVq/0UJDG4SNM4WiwV+v58zJNQMg9KM01hhCnhF6RR1BlxbW4Pb7cbKygokSWKZEgXtdPgkEoDuDTFlabFYcHp6ylK41dVVtqQEwIcuo9HIfvLzEGCLvtZra2ts50mdFMUmJiRZoGZeZLV5EVAqORQKIRwOIxgMsouF6L1fq9X4XlqUA6NGo2FHGlFvrgStifl8nrO7V4nBYMCH036/z37FKlRcBKIsRJIkXk83Nze5Voa6axNJQcQdWf8qM+NU+GwymdDv9/nf4/EY9+7dQyAQQLVahdfrRa1W4zW50WjMlOvItQTYpLFxu93Y3NzEz372M6yvrzMLVavVsLu7i3/6p3/C7u4uFzh2u92F7qR4naAiO6fTifv37+Ojjz7C5uYmrFarrA1xu93GcDjE4eEhfvOb3+Dg4ICbFFSrVZl/OHB2wx1i60h2Qvqqo6MjDIdD2Gw2/OIXv2CXEovFwoG23+9/5fWazSb29/dRqVSwu7vLDBjZ9M0iyG4yEong3r17rFOt1WrIZDKo1+s4PDzEyckJTk9PeTFRcTmQN6/f78f9+/fh9/tht9vZuYKkTdOKvUi2ZDAY4PP5cP/+fXg8HsRiMXz88ceIRCKw2WwIBAKyJinEwpLVZKFQwJMnT7gLLM1PkjHodDqsr6/jP//n/4y1tTU4HA6Ew2E4HA62SXQ6nQAwF0yg1+vFZ599hlgshkQigY8++gixWIzZqX6/j3w+jy+//BLPnj1DpVLBycnJucXpSlCQ6Xa78e6772JzcxPBYJDXK5JGNJtNHB0d4fDwkNeXeZY80ZyhFvHBYBCxWIwJEiWazSZ2d3dxdHSEk5OTK++sSGvvZDJBPB5HMBhUnTJUXBiiLGRlZQX/9b/+V6yvr8Pn82FtbQ0ul0umnaZOzSShJFaaMJlM4PP5OECfTCaw2+1s87y1tQWtVsv1TYPBAM+fP8c//dM/YWdnZ6ZcR66NwXY6nfD5fAgEAohGo4jH48w0dbtdlMtlbG9v44cffuCgbtadImYZxGBLkgSv14tIJCLbEIGXleTky7u/v4+nT5+iXq+zb+1FIRadUXEf8ILBNhgMiMViiMViiEQiMgcGsjhTYjAYcKqZuuHNeqEraa8DgYCspXOj0WAnFmLd3lQrqeIlgx0KheDz+fjQBrwogKGCumlBHR0CiQEhpnR5eRkPHz58xRlAlPZQ8XUul0MqlcIPP/yAbDb7yiGU0G638fDhQw5OQqEQN1QQ5UPzUMRrtVoRi8XYSjUcDnPRJnnjt9ttpFIpHB4eotVqoVarXVgWQusHFdUFg0HE43FIksRrCenda7UaarUay3LmHZRVoXlJDDZ5risxGAxQrVaRy+VQqVSunMEWm2HZ7fYbqxNRsRgQZSGSJGF9fR3vvvsurFYr389UxyV6qrfbbdRqNZycnLxyX7fbbfj9fs780ZpPHUnFegCSnXz11VfcVGlWXEeuJcCmYM/lcsm6UdGi3G63WZNKaYNZDaLmCaLG9KzxpJ9T5T4Vc+l0OnS7XU5bTktji79LRYxmsxlut5vT7/F4HE6nE4FAgANO0mUrrc3EJjKU4kkmk8hms8xe33aK5zzo9Xq43W74/X5OndMcz+fzSKfTKBQK6ob1liBNs81mY4cD4KUtHskSpmU6KLPjcDgQjUaxvLwskyIAkEkR6vU6W+yR53KxWESxWOQq9vP8hl/3fuYFooMEdVIEXtZukO8ysVCX8aonWQgVh8bjcfh8PkiSBLvdzvsF6YSpC+o8s9YiaD6T7pzaRovrruj/Xy6XUS6X+SB5UwWyFDiJnffIPWaWpXsqbhZUQ0EuQPSl1Wo5oM7n82ykIDbemsZgAy+K9A0GA1KplCzAttvtCAaDbNZAP9dqtVhbW+PgulAooNVqodlsspzvrE6y14lrCbBNJhMCgQDi8TgCgQCfNnq9HvuXkqtCvV5n1kjF20HJjI3HYy4GA15ujlQcEAgE0Ol0mOWjG4X088rXIkaZTpF0Q9FGKWqxyPqMmiWILcRpEyGnjeFwiGw2i2+//ZbTzZVKZabZa+CFRGR1dRWPHz9mjXm320WxWMRPP/2EnZ0d5PP5S2UGVLwKg8EAj8eDSCQis3saDAao1+soFotnBh7kgEHFvh999BHC4TAfCIGXgVyj0cDp6Sm++OILpFIp1Go1pFIpZqtJ733WekVa4VKpxKzNvMJoNMLn87GjCo056RupSL1SqaBQKPDm9TqQLMTr9eLDDz9EKBTC6uoqNjc3sbS0xBkxAOw+9Pz5c2Sz2YVgrwGwOwdlVDweDyRJ4noW4GV77larxa3md3Z20Ol0bsxBhYq4x+Mxu0PZ7XYMh0OWGqpQYTQa4XK5uBaJepw0m03OjO/t7eFf/uVfsLe3J+vErdRgE0wmE77++ms+2FEgTdIR6uSbSCTgcrmg1Wrxn/7Tf+KC90KhgHa7jYODA/zf//t/cXR0dCsdda+NwbZarXA6nXySAcD96ZvNJrMeKrt3NRCDV7G9rvK0Rj8jtxEqJKDiLyokUxa5iHY6YhdIm83GaXvRGcZoNLIbw1mYlo4/OTlBu91mPf4sg1Jifr8fJpOJm+Z0Oh3k83mkUqm5bpE9KyAdNRWREptKjDHp+s5isAOBABKJBCKRCAfaBJqDjUaD0/C7u7vY39+XFTZeBFS8swgMttjCm4rvxDVFZLAvOj5KWQg1ZorFYtwenDCZTDjIJOu/RWGwxewhZWWUFniiPKZarTKLPRgMbiywJSkLyVlI6gTMnxOOiusDEXMWi0XGYFNBODWI+umnn7C9vX3p1xeZ6mAwCAAIBoPcqBB4QaQsLS3B6XTKGGyj0Yjvv/8euVyOnXFuEtemwabUuaiXIW32ZDJhhpsCMnqkTUrVY18OZOWk1Wpl2l8K/MRrAIBPf5SapAY0YpMaMcAV04JmsxlOp5Ot6UhXqtVq2d6MHqe9T3JmaDQazBDu7OywLusyLgSzArGLX7PZRL1eXwjHg1kAzSuTyXTmvJr2fK1Wy6wKtYun+6Df7zMznc/nuQ13KpVCsVi8tOxBCZFMaDQa/PU2rzmPEF2GqM20yWTCysoKlpaW2PqPrgs1aBqPxyw/uekmTdcNsog8zzlElMek02leM29SmkH3EQDOVtpsNk7Dq3gJul6Hh4cLJWe6CGjPG4/HOD09xVdffcUdncmn+vDw8I0zL2KhIpEelFEcj8dsc9lut+F2u3kNIW32xsYGzGYzSqUSnj9/jlKpdGNx5rUE2DabDcvLy3jnnXdYXwa8bNsdCASg0+mQzWYRDodlQvfLeqiqeAG6wUulEiwWCw4PD2EymeB0OtkfGwAz02QrRp7UFCST5o6kJdMWczGAEZ8v/h69FoFep9ls8k13enqKP/7xj0gmkzInk4u6EMwSiM2bTCbI5/M4PT3FycmJ6hxyBRCzLRfpKEcHeZPJhHA4jI2NDTx8+FC2FlHTjlKphKOjI/z2t7/F0dEROp0OSqUSW1W+qcyDWrePx2O2sstkMhgMBncqayfah/p8Pjx48ABerxdLS0v45S9/iXg8LpPrUA0DFfbl83lkMhn0er2FGTcai0gkAp/PN7WBS7lcxnfffYfnz5+zfepNu2zpdDrYbDaMx2MmzAKBANui3aUg8nWoVqv47rvv8OWXX7IU4a6AMk06nQ7lchnHx8fsyNRutzmrVygU3uj16bBN1p3ETIuNvaiXQTAYlFmvBgIB/N3f/R0GgwE71+3v76PdbqNUKl17nHmtPtg+n49TS/Rz8jL0+/2IxWKYTCYoFotoNBp8mlDTT5cHpbl1Oh2z19Vqle1shsOhrAEMaa1FnFW4RQHz664LBepngRqD1Go1FItFJJNJPHnyBPv7++j1euyDPY8guQItAMRiq3h70CHuoi4cxJaSxMHj8cDv9zMLDrysB8lkMtxc6eDg4MoKuChQNBgMzF4Ty7MoTOxFQDpeWm8ikQhLdRKJBKLRqOz5JEXr9/vo9XpcEE/s7SLgLMmTiF6vh2w2i+PjY24Cc9OkA107ylqSDrvX66l7tAIUZB4fH9/2W7lxjEYjLlKk7q5XCWKkAXDQrkShUIDJZEK9XkckEkEwGGSJciQS4V4ggUAA+XweAG7kEHRtnRzJjk0sbgMgY1LD4TB0Oh3cbjeMRiPrICVJ4sYzROOLndxEPTCxTMrFlzZlnU7HLCKlHm/TF/G6QGzzaDRCo9HA/v4+hsMhnE4nisUi20D5fD5e1MkWSkyp0PgoWRIqPqJ0L7mDXATU+a7f73NTm2w2i2QyiXq9jl6vd+PVvW8DmsNiV8FF2fxnFeREQ+vJeUG2yWSCz+djC0XS741GIy6eTafT2N/fRzKZZA/tty2qVXacBCDLAs160a4IcrFot9vQ6/U8v8Usl9vtxtbW1rmBn9lshsPhYC386uoqM6HTmFtKN7daLdnasGiuFaJ0Ztp8Ho1G3L3xNmRm9H7O6ranQsUsod/vo1AocIMwi8WCfD4Pj8eDe/fuwePxwGQyYXV1FVqtFsViERqNBqVSSSZRvmpcS4BN9m3kIEGbjdjO2+124/333+cFlFiKXC6Hv/zlL8jn82i1WlwNqtfr2amB9JNU4DStAMZisbDTRbPZ5NcRzckXCVSspdFokE6n8a//+q9sBUXp8lAohHfffZdtbuhRrOSl7nX9fp+vlWirRdZSfr+f0+2vQ6PRYO3T8fExfv/73+P4+BjNZpMr5eeF2RM3RtF6kMZJxdVDPLBTBoZ+Lj6H4HQ68c477yCRSGB5eZnnrdg9dmdnB7/5zW+wt7eHTqeDSqXC8+9NAzmaE3QQBcByJ+pK+javf5MYDocs0RiPx1xcRGv7eDzG6uoq/uEf/gGfffbZma9Dxc7UsTAYDMJqtbJ8TYlOp8PNg6hIeNEakImHlLMyMtRk5zYa6ygD/nmYryruNkjyd3R0BKvVimfPnsFisWBzcxP//b//d67/+A//4T+g1+vh6OgIv/vd7zhDRLLVq8a1MthUICGyOHTjUqUpgZ6TTqfR6/XgdDpRr9dhMBhQr9dlhXWdTgcWi4WLiIbD4StsqtVqhdvt5sWdNJWLfCKnMWw2m9ztS6/Xc5OXRCLBjQRcLhe3bh4MBuh0OhgMBtxlqdfr8XXUarWw2+2sySMt1EUhpuOTyST29/dxdHTEuuV5CKxFEEtJTOXrGFUVbwdxvC8y1qLGlQ6C1N6bgsZ0Oo3Dw0Ps7e1d2fuk+0XJYBPmKVARGWzxHqXgUKvVQpIk3L9/H/F4/MzXoQJqWoeU3QqVY0IMNjVnWiRpiAiay2cdzEnydxvWhNPej7q+qZhl9Pt9lMtlAC+kyKVSif3ba7UaBoMBTCYTlpeXWW64s7PDsr3z3M7eBtcSYHe7XS70IqZiWvc+JTQaDUwmE/x+Py/gFosFrVaLO14ZjUZ0u10EAgEWzxPLIUJksBuNBvx+P1qtlkzcLjLkiwpR/kG+lP1+H3a7HdVq9RUGm9w9iA2ng4toRWcymc5kkygNLharptNp7O7ucrFXs9mc27QvdW80mUzweDzcTEer1c5U0Y9YB0GHKRHzJFe4LETNtpLxFn9+FUGDWCBMlpUkfdNoNOj3+3MlfyJ0Oh2cnJwAeFGY7Pf7WaZDB3Zis88bR/H55BHf6/VkNp6iz22v10OxWGQWexELhJU2tjdtHfY6TFsXFnWtULF4EGXA9XodJycnsFgscDgcCIfDvO5Qp2tJktBut2E2m7nb+FXVgl1LgF2v1/HTTz9hOBwiEAjg4cOH8Pl85/4OLdIulwtbW1usmaZHSr9qNBqZTvgiGmzqTU9aYNL+knvAIhcm0BhqNBrkcjl8+eWXXCxGOmqxAY04OcWNc21tDQaDgX8+TWIjauMzmQy+/PJLdk/49ttvuUMjSXrmMe1rs9mwsrICr9eLzc1NhEIhNtUni8FZgNVqRSKRwNraGmKxmEzOM+sdMqdhGhN8FjssdiEUi8io7uCibiQXARWskUfr1tYWPvjgA+5M2mg00Gq15o6FLRaL+MMf/gC73Y6NjQ2YTCa0Wi04nU7EYjGYTCbu4nrePBJlgYVCAf/2b/+G4+Nj1ka63W5IkoTl5WW4XC40Gg1sb2/j6dOnKBQKC9mkiWoEotGorHHSrEBcG+ZpjVChApC7jqRSKfzhD3/A7u4uYrEYfvaznyEajcJsNuPTTz/FcDhEMpmEy+VCKpVCPp/HkydPUCwWr+S9XEuA3ev1kM/nYbfbodFoLhV0UJerqwSJ2Pv9PqrVKlwuF6rVKneoWnRQENtqtV5pSXpR6PV6VKtVdDod9Pv9qYGxWCTZbDZxenqK/f19pNNp7O3tsdn7vAXVIkRm2OPxwGazwWw2s2Z9VqDX6+Fyubjjlchg0wa6CEH2NCg129R4SWSwryK4pr9F7iRWqxU+nw+hUAh6vZ7t5Uaj0dwF2J1OB6enp0xU5PN5eL1emTyMDjIXnUO9Xg/Hx8d48uQJQqEQrFYrRqOR7MBO9oaZTAbVanVuXYXOAx30lE18RNz2fTmv0iYVKkTXEerOW6/XMR6P8eDBA/h8PpjNZrbINBqNSKVSAF7EStOKr98U1xJgkyyA2lbabDbkcjnuAEjdd4CXBRWk9b0OiC1oSZttNBpRKpWQSCTQ6XRupY3mrENsOhOPxxEKhRAMBiFJ0lTWpd1uc8vpw8NDnJ6eIp1Oo1wuc4tpdbG+Puh0OnbucblccLvd3CGPAmyxiCyTycyUrOWq0Gq1ODhst9uIRCJcUEcBodfrRTwe5/bnYhv0y8hnKKPh8XiwsrICi8WC8XiMdrvNTUJyudzcBYpnuRJ5PB5u6CA6RYkQs4pifUcmk+Gx93q97CZC1q2dTgftdhvtdpt/Z54P4/MO8V6gQt15lfapuJsgsm8ymSCbzeL58+doNpsydxGDwYBwOAyDwYDxeAyz2Xxlf/9aAuxKpYKvv/6addA//fQTpwH/6q/+CsvLywBe2pxRhTkFAVddUEG2ciRmJxN0k8mEfD6PUCiEbDaL77//nj0SVbyQ6zx69AiBQAD37t3De++9h9XVVdZMKlEqlfDFF1/g+PgY6XQaX331FbLZLLdCVzfL6wUV91ksFsTjcdy7dw+bm5uwWCycqalUKvjmm2+wt7fHLg2LhnK5jD/+8Y/48ccf8fjxYywtLcHj8QAAfD4fvF4v+v0+Pv74Y3i9XhSLRWxvb6NcLsssPS+CYDCIv/mbv8Hm5ib8fj88Hg+GwyHK5TJ+/PFHPH/+HPl8fu480UVXolQqhX/5l3+BzWaD2+3G6uoqJElixl6ZBSSyotvtsiSvVqvB6/VidXUV6+vriEQi2NraQjgcZmlZqVRCuVxGpVLhQ/m8NZxaJNAcIJkhHYC63a66lquYC5Abj16vR6lUQqFQgN1ul7mLWK1WfPjhhwBetFz/4osvruzvXxuDnclkoNFoYLfb0Ww22b3i0aNHCAaDr1RQiy23rxpUrEfpTmKxms0mYrEY+2Nf5cllEUDetfF4HNFoFMFgEH6//5UujYROp4NkMomdnR3k83mkUqk37t6k4vIQNcYOhwNut5tP6HR4pY6fR0dHKJVKC8lgt9ttJJNJ9momD3bSS+v1eni9XkQiEQwGA+j1eiSTSdb7XoZttlqtWFlZwYMHD2Cz2WCxWNiBo1AoIJlMzm1mbJorkSRJaDabkCQJDocDkUgEDodD9ntUPN5qtVAul7G7u4tyuYx79+5hdXUVHo+HWWyfz4d2u80F0fTV7XbPlKKpuBlQBoO+iMVexD4SKhYTYhOcdruNZrP5iruISBScnJzMPoMNvNRtUecdouh//PFHth6iANtqtcLr9TIrSlIR0QmEGp1cVcU1BYliC+ZZ0tDeFoxGIxwOB4xGIyKRCBKJBJaWlhAMBmGxWF6xSRuPx9wMqF6vo1QqoVgsolqtLpzX+CxClIV4PB6Ew2G43W7WuFJhaqvVwmQyQbVaRaVSQalUYhu0WYTozmE0GmEymWAymWSuIGeBmDfgBWO/vb0N4IU/djweZ7lIMBjkNaDVasHr9aJWq+H4+Bj1el1WL0DODwaDAWazGZIkwWQy4cGDB/D7/RxkUnFMKpVCqVTiuoV502CfBTHlSoezaQx2rVbjR5pjpHuk4j7SOtImSA1mKLie1vBKxdWDnJFCoRA8Hg/L/6g7YavVQiqVQrlcRr1eX6j5fBGI1pF0SFfGIWazGaFQCMvLy9ybYx4P1YsM0cCh0+mwDeZ4PIYkSddit3utATYtwoVCgVt4J5NJ2YKs1Wp543O5XDJmOxwO4/333+fmBD6fb6o04U1B1dzkj3uV4vZ5hcPhwPr6Onw+H1ZXV/HZZ59heXkZdrsdkiS9srBQ4Wi320UqlcLOzg6ePn3KbY5VXC9EWUg4HMYHH3yAUCiEeDzOxRytVgvFYhHtdhvHx8c4ODjA/v4++v3+zDLYojuHw+GA3W7n1tKvC7CpbX2/38fBwQH+8R//EW63G2tra/iP//E/Ym1tDVqtFg8fPoRWq0W5XMb6+joqlQr29vbwL//yL5wGJx2w1WpFPB5nq6f33nuPMzoPHz6E3+9HPp/H06dPUSwWsbe3xzIcSrEvAig7STZ9x8fHZ2qwafw6nQ4AwG634/79+/jwww9hMpn4UELWfKVSCdlsFvV6nTtrqgH29cNut2N9fR2PHj2C2+3mGqlqtYrvvvsOqVQKh4eHODg4QDabXaj5fBGIWT+73Y5QKAS73S57jiRJeP/992Gz2ZDJZPDdd98hl8vd0jtWMQ2iu0i9Xkcmk4HL5YLf74ff77+Wv3ltATZhNBrxAkud+5Rwu90ol8twu93MLGs0GpZwUEfIq15saRMXq7nvOihgC4VCiEQiiMfjWFpa4oImJUajEbrdLlqtFhqNBiqVCorFIp8WVVwvRFkIsVCxWIxbhJNDQbvdRq1WQ61WQ6VS4ZbhsxrAiO4cxGArfa3PglhFXq1Wsb29DZPJhMFgwAcQh8OBQCAAm80GSZI4ZTgcDmG326HX61mDDIADfWpgs7W1hUQiAYfDwYXbWq0WpVIJp6enyGQyqFQqC2czJ6ZcLwuz2czSHAJdq3a7jUajwVaXs5pZWUSQlIo6+4oMdjabxfHxMVKpFCqVCkuF7hKGwyFarRaq1So0Gs1U9p4Y7F6vp8pNZxTivtDtdtFsNlGr1WCz2a4tI3PtAfZFMBgM+MYVaXqn04liscia6UAgIPs96jvfbDaZsWo0Guj3++yAQRuzWESpQg5RfkPuCktLS4hGo7DZbFMdXqi6vNls4uTkhAOLRWeeiJXrdrscCJCG/zY+s8ViQSAQgM/nQywWQzgcRjAYhMvlAvAiw1Cv13F6eopCoYBUKsXXaJZB4wyAC6w6nQ4ftCkAp4NFtVrl4Ft0qxEPeuVyGc+ePUO322U/Z+oYSxrs09NTmV6b2nr7/X5sbW3B5/MhGAzC6/Uy05fP56HVanF0dISjoyOcnJwgm83ObHbgJkEOTlqtFkajUdbhktaQdruNfD6PZDKJQqGw8Oxot9tFOp2GzWZDu93mgx75hVPToqWlJc48FQoFJqquGnSNqG8EZSBIS09yp0W/LioWG1qtlue4w+GAx+OBz+eD3W7nQz7157gqzESATQsOWelRgD0cDhEKhdBut7nQzu12A3gZ4NXrdS6iKRaL2NnZQalUkqVuxcp3Fa+CAgiLxYLNzU381V/9Fe7fvw+bzYZAIMCMBm2OFLSMRiNks1n8/ve/x/7+PrLZLPL5PAc0i1gIQ3o8g8GAer3OetHBYHCjn5cOouT0srq6ilAohHfffRfBYJCfQ8Hjv//7v/M1KpfLMx9g04Kn1WpZ218qlTAcDvk+NpvN3DWRupOS1RJp7cTX2d/fR71e55qPtbU1uN1uzqxRFqZer8NsNiMYDOLx48cIBoMIBoN47733+H6w2WwwmUwoFot4+vQpSqUSjo6O8Lvf/Q4nJyesP77r0Ov13B6dDuuA3KGiVCrhxx9/xPb2NgqFwtw5rlwW5XIZX331FY6OjnD//n2Ew2E4HA5Z8y+fz4df/epXiMfjOD4+xh/+8Aecnp5ey/shly2bzQadTsfynkKhgKdPn+Kbb75hxk+FinmFwWDgmr5IJIK1tTVsbW1Bq9Wi3++jUCjIakauAjMRYFPQooTD4UCpVILVaoXL5eIPLjbJ6PV6rN1Lp9P46aefkM1mEYvFIEkSs11qyvFskMzA6XTC4/EgFothdXWVZSFK9lqsLm82m0gmk9jd3UWtVuOC1kUFFXUSg01V9TcdsFKATU4vJAshXTAx1+TxnEqlcHBwgFqtdm1M2FVCLFTs9XrMYpPPNPBiwSR3IrvdLiuCpuYy4uv0+31UKhUAgNfrRavVgs/nY6aOirfG4zEHholEAolEAuFwGFtbWwiFQhzA0+sWi0Wcnp7i5OSEv1S8ADHXZrMZJpNJxmDTGtLpdJgpJceXRQZJL5rNJpxOJ1qtlmxvA8Caf6PReO0N0bRaLXQ6HRcV03Wh+4J016rkT8U8Q6fTwWw2syyY3Iz6/T5773e73SuVi8xEgH0WhsMh6vU6yuUy/H4/3+CijMRkMsHr9XJ6rVwuw2azIRwOIxwOIxQKwe12T5WHUBqaUv2zzupdF6g7ocfj4RMepXXFqloKWBqNBqfUd3d3kc/nUavV0Gw2F34Rpjk5Ho+5GIscD8j5gr6ITb1M4xIRFJyQhMfpdMra3Gu1Wty7dw/xeByBQIAbKAEvrNKOjo5QrVaxv7/Pp/N2uz13DgCtVgsnJyfcEIA006SX1mg0iEQiuH//PgwGA7rdLkqlEjqdDgdyynvb4XDA5XKxg5DT6cRoNOI0olarZVcAaq5EDWTa7Tan7pPJJA4ODpBKpVRZyBSQNtXlciEUCnEh+WAw4AxQuVxGrVa7Mw4VdKiYTCYolUo4OTlhgoNkS6SLJibZ6XRyKptcm94GonPX0tISry0kDSHZJv2tRSZNpoHWWL1eD0mSIEkS3G437Ha7Wqt1DmifMplMvPaKUt6bJjrp8EhmGtFoFC6XC5FIhGuUut0u75VHR0dvXGMyDTMdYHc6HdaM2mw2GfNGTIjL5cL9+/e5xa7X60W5XIbX68Xm5ibbDondIwnUQr3RaKDVai18cHgWrFYrEokEotEoEokEXC4XjEYjO7oALxnF8XiMVCqF3/zmNzg4OEAul8OPP/7I0pBF1+mJxvU+n4+tqyg4Izs5q9XKDY3e9FRsNBrh8XhgNpvh9/tx//59dtKhzdHn8+H+/fvwer2yBkCFQgGff/45dnd3kcvl8OzZM+Tz+bl0ACgWi/jDH/6AH3/8Effv34fD4eDDDFntSZIEi8WCYrHIc7JQKKDf76PT6bxyb3u9XsRiMR5H0lSLbkWiHR8dlEqlEtLpNL7++mtkMhm2Hs3n86osZAokScJ7772HpaUlLC8vs7yHWrFXKhXs7+/j9PT0zjhUUNaV+jL88Y9/xPHxMbs1UTC9srKCcDiM0WiEpaUldmuiw+PbwOv14rPPPkMsFsPKygpisRjsdjuq1SoTJplMBu12e6Elf2eBDoZ0HZaXl7G8vMzZXhXT4XQ68fDhQ/h8Pt77hsMhOzTddGMznU7HErVYLIZPPvkE8XgckUgEPp8PRqMR5XIZv/3tb1midpW9O2Y6wCaWA8CZ7CgFIcCLm6Lf73ObaGJOzvM2pIK1uywh0ev1cDqd8Hq9HFwrT+lUlERynsPDQzx58gSVSuVO6CYJopyJGDcKCJQNjciD+k29NSmlRemspaUlbuwRDod5M45EIq/YRpEl3/b2NqrVKorF4tw6WlAwls/nYTabUS6X0Wq1YLfbOSgm149QKARJklhnLhZBi3A6nXA6nXA4HJAkiWs0iEWkIJ7QbrdRKpX48fDwEEdHRygUCjg8PESpVLrpYZkLmEwmBINBJBIJBIPBVxjsYrGIcrmMRqNxZzS+ZBcGvPBpp8Jak8nEgTPpRYfDIbxeL89XAFfCoFqtVsRiMWxsbCAUCjFrDryY69VqlQ0D7lJgTSCJmCRJcLlc/KjifJD1cSwWk2VDJpPJVBey64YoUXO5XIhGo1heXobH42F3OmKwnz17hlardaX2wjMdYNMGScVH1OrSYDBMdQXR6/W8MZLVljK4IdZ6OBwim83i6OgIp6enSKfTc6FNvUqIFeuhUIg3wWkWQ6Rf7Xa7yOfzKJVKbNt0V5l/EaRh1Ol08Pv92NjYYAkSyUguC6fTiWAwyFZwy8vLzK5Sq2qz2YzJZILBYCBja/P5PKrVKmq1Glqt1lyn3WkdmEwmqFQq2N3dxWg0gt/v52BjNBpxI6R+v4979+5x3Uan0+Hxp4wMHUxcLhcfYChgp9fs9XpotVrs9X5wcIB6vY5UKsVdStWGSq9CdAyhan2/3w+Xy8VrNgXYd30NIQs4ss8sFotwu90yiQI1/3K5XFwf8CYQX9PtdsPn8/F1AV66eaXT6TsveaIC6mAwiFAopNrunQPqjm0wGFhWt7y8zBp+6qD4pvNWhGjjLP5dEUajERaLhR8pCxyNRnn/HI1GnDU7ODhApVJBq9Vim8WrwkwH2LSxtVotpNNp7OzsQKfTwe12Y2Vl5ZUTJaV1RqMR9Hq9rHEM6YdbrRZOT09Rr9exs7ODzz//HHt7e2g2m1wAdRcgak19Ph8eP36Mjz76CGazmZkSEc1mE/v7+yiVSnj27Bn29/dxdHTEaaC7DtKxG41GbG5u4u///u/xySefyLSMlwUFgQ6HAzabjRcHsXsjzWvyuT45OUGtVsPz589xeHiIdDrNdQbzCuoGq9FocHBwgP/9v/83S8MMBgPLRdxuNx9w4vE4L5aihpQO3GLbdDHwIL078GLOk0MRObGcnp6i1Wohl8uxplBtqCSH0WjkWg5iSR88eMC2h8CLrEQymcT+/j6SyeSdIzcIvV6PHWwMBgOePn2KbrcLSZKwsrLCB+lwOIxGowGz2YxMJvNGf4v2R6fTiXv37mFzcxNbW1u8D7RaLWQyGXzzzTfY3t5mbfxdBEmbNjc3OROuYjqsViuWl5d5Tf7rv/5rbGxsoFAo4NmzZygWixgMBlfCYFNWl2SBS0tLr1wb8ec2m4393Q0GAzcvKxQK+OGHH7hAfW9vj/t3LJyLyFmgVBqxHeVyGYVC4UxXEErrTAMFIv1+H7VaDeVyGblcDqenpzg8POTikbsC0ldTC+hgMIhYLMbFokoMBgNUKhXkcjkUCoU7vfhOg1ihPJlMsL6+jnA4fKZE4SJwuVwsV6DTupIFoACPmFqysyN2tdlssivAvIIYeuBF45i9vT2YTCbo9XqUy2V2F3E6ndx0x+fzvfI606Q656W/e70erxMnJyd4+vQpDg8PZVkwFa9CtH0jn3Kfz8fSKeDFoYkaUzUajTs7lsRgUzfhQqEAm83Gbh5U10FyhUaj8VYMttPpZAml1+uF1+tl+R+tVdlsFicnJ8zo3UXQYWRpaQlut1tlsM8BkUter5flYKurqzCbzcjn8+j3+zKLzrcBMdjETnu93le6MPr9fmxubrLHNUkoyS2ECneTySTL/CqVyrUc8mc6wKagmLxsT09PodVq0W634ff7uUKU7LnE9AHphWnhaDQa6PV6yOfzePbsGQqFAo6OjtBoNKa6DCwqSBZCDAmdOp1OJ/8fBSI0dqPRCOVyGcfHx9zVS2WtX2gVM5kM9vf3IUkStFotXC4X6ylJrkCOF5cFSUDIHJ+uC22I4/EYrVYL+XyeH8nVhYqDaW4vio5SbBxTqVSwvb2NwWAg06WL2RlKrxuNRg4gztOV9no9fg75ABeLRaRSKTQaDQwGA/bYVjEddGinDrmUbRHnMM1Jyi7c1fGkNRYAarUa0uk0AHBhI63LwWCQ5SHZbJb12iTbEyHOf5KY6PV6lq75/X6srKyw93a32+XXKRaLLCu7asuyWcdlnUPoMEJWtTs7O0in03daWkPQaDTs8KbRaDAcDvHRRx8hGAzKtNkiRGmZ2HVRr9czAy1eI5fLxfcI/U0AfBilQxHNZ+p3QDIoamx1nTK/mQ+wyf4sn8/jT3/6E54+fYq1tTUYjUY0m02Zo4I4+FSM1u/3US6Xsbe3h0qlgpOTE3zxxRdIJpNst0UL3KIH2bTg6nQ6LC8v43/8j/+Bra0tdlRQ2vKRM0uv18Pe3h7+8Ic/4MmTJ2i1WiiXy7f4SWYD1WoV33zzDbLZLKLRKEajEcLhMEwmEwd1Z9nEXQQkc6LAhLydyWmBtNZ/+ctfkMvlkEql8Kc//YnrCcrlMheYLEoAIzaO2dvbw//6X/+LC3Q3Njbg8XhkVlGim1CpVMLOzg7K5fKZ41EsFrG7u4tSqcT+4Y1GQxbM0AFHxXRQ4bnf7+c28nTgFA+J1GjmLtrAEYjJ12q1vE44nU5sbW0hkUhw86SHDx9ic3MTqVQKNpsNqVQKmUwGX3/9NbLZrOw1DQYDz39RWra0tIRf//rXSCQSbFlmsVhQr9dxcHCAQqGA58+fc30BdXS8K7isc0g2m8U///M/Y29vj8euVCqh2+3euFvGrIAy4xqNBk6nkx3eNjc38c4776DRaKBWq+Ho6Igz4KLlMrk2kSPZcDjkQJoMK0TfdtJaixCJQbKrbbVayGaz+Pbbb5HNZm9M5jfTATYg107TjU8aGkmSMBgMXukQBsgbgjQaDWSzWeRyORweHuL58+c4Pj6+zY91KxBdLiRJwtbWFj788EOYzeZXXBMAcCDXbDZRLpdxcnKC/f19tenA/wd1IKUgdm1tjceRNrerBN0LxOISE0DB9fHxMVueLSrExjFkW6bX6xEIBDAejxEIBLiwhZrSJBIJ9h7O5XLI5XL8Wkqk02n85S9/4UW4WCzeWX3wm0Kn08kYbMrAEGjcxUzMXYXIYAMv5l+5XIYkSewTbjAYEAgEuF4gn8/z4X2adIFkJXQNvF4vHA4HotEo1tfXsbq6ynpUao1erVaRy+VQKpXY3/+u4bLOIc1mE3t7e/jLX/6CSqUiCxpVvAiYaZ76fD5mr4vFIqxWK4rFIoCXAbbVauWO0qL0kSxqiQ1XQunURet2u92WFRAnk0k8e/YMyWSS5SLXHcfMfIBNUG6su7u7XAxCHbEsFgufgOr1Ok5PT9l9hJiru5y+oQWEGD6LxcIShGm6aypEohQ5SQ7uKtukxGAwYKZCr9fj+fPnqNVq8Pv9rDUlvdi08X0dSNpEjWx6vR4zuLSAkCykUCiwF/NdgSgxaLfbKBQKGA6HMJlMqNVqMJlMqFarGA6HzGATO30WyB3nOirK7wpEhokaVgEvD+yTyQS1Wg3FYpHdbu4SU3oWRLecYrGI7e1tDIdDOBwOLnYeDAaQJImzWe+++y58Ph+3Mu/3+3A6nVx0ZrfbEQgE2JaP6jmoYRg1sqFOyKVSSb0WChAj3e12Zd/v7u6yl/tddsKhfXA8HuP09JTnLUnF9Hq9LOvabre534DYCEYsQgTAjyRRpbWD5GXTpCYajUYWYNdqNSSTSdTrdeTz+RtvnjQ3ATYxUBqNhrXTFosFfr8fW1tbCAQCsNvtCIVCnEKjZhAUkFArzLuavjGbzWxNFovF4PF44HQ6mdlWolQq4csvv8TOzg4ymQwHMMDdajpwFtrtNk5OTpDJZJBMJnF6egqHw4HNzU3odDpucSzqwS6DRqOB7e1tVCoV9l+mttJPnz7lRirUEr3b7d4ZP3LgZcCm0Wh4bOgwQxad5COu1GAD0yVhouvLVVeU3xVQkSMd5inA7vV6qFar6PV6SKfT2Nvbw9OnT3mjvOsYDAYsFyH5k9vtRiKRwGeffYZEIgGDwYCVlRV2K9rY2GA/8e3tbZRKJUSjUXz66aeIRCKyDrCiZZkof9rf38d3333H3ezm1S//ulCtVvHdd98hl8shk8nw96TBpiZ1d4ncEEE9FwwGAx+WyXmFGteJZIjNZoPf739F1isGzJQVNhgM6Pf7bM0qSkeo86JyzxMJKLGmptfroVar3ajMb24CbJHBrtVqnIoJBoOsx3Y6nRgOh3A6nTg5OcGTJ09wcnLCXtp3fbMUU2BOpxNms1mmX1IGzSSB2N/f5ypbNbB+CVoIgBfBcKPRYM10qVRCJBJhN4A3AXmPZzIZNJtNfhQPj3cdtEh2Oh1VyjEjIDaKGGxiWyeTCXuLU2aR0sQq5G455XKZi6Xb7TbW19fhdDq5+I6cQFwuF6/TdMBcWlrCgwcPsLS0dKb70Hg8ll0DCh5Fz3gVL9DtdpHL5XB8fIzDw0N8+eWXd1JiehYGgwHHY+PxGGazGYVCgZ2clI5OGo2Ga+eo+7DBYEC73WbJGAXXALiOjiQj9Eg2gMqMJGUzO50O1xHcViZybgLss0CDTymvfr8Pq9WKbDYrS6+rgSFgsVgQDocRjUYRCoWmFm7QKa/X67E85K6nwC4Cke0sl8vsZ2s2m9/Y5omkTcViUdYimQpPVaiYRVCRYzgchsfj4UM8rdXVapUDSBXTIbrl1Go1HB4eMnlUr9fZXYTS63q9HtFolG0R2+02stmsrFBaZAjL5TL29/dRLpeRTqeZQLnLsigyRphMJkgmk/jqq69QLpeRyWSwvb2NbDZ7pyWmFwFlAIEXGUZqRS4il8uh0WjA6XTKGOxut8sM82g04jbrYuZLbL9erVZRqVReYbB7vR4Gg8FMOGjNfYBNDVCIMSFLIpKCkG7nLtkNnQVJkvDBBx/gnXfegc/ngyRJrzynVqvhxx9/RKFQwM7ODra3t7mhjMoQng3R3WJ3dxf1ep39bMlB4bKgxYo2PdKOUdpLhYpZhM1mw7179/Do0SO43W4u9qWisFQqhf39fXUOnwNxPaEsLHUapcYZgUAADx8+5MKwTz75hOuPyOOXHB20Wi2n1Gu1GtcoUUBDh3cxsL9r6HQ6yGQy0Ov1KBaLODg4gN1ul8USd1liehF0Oh2kUino9XoYDAbs7e29kj0Rbffo38DLDA5JSYjNJvKKfk6PZ/UjEFnr23bQmvsAmxqgqHg9yIZoeXmZ9ZHKydfr9VAoFLh9fLFYVBeUC0CUMJG0Q4WKuwij0Qi32811MSKDTc2qKpXKnQ3kLgKlJLLX67EtWaFQ4O55sVgMTqeTG2q43W6cnp5id3eX3XIIhUIBT548YacQ8nC+604uBLJ1A16MeSqVuuV3NH8g20kVLzD3AbaKi4NSiWSbReyGeFIkM3YyYVfTuCpUqLgMKI3bbrfZQUDFm0PMwFKhLnng7+zsoFarweFwIJfLweFwIJ/PcxG0CJLmkA0fNWJToULF9UANsO8QyB/VYrHIqvupJb3YuOTHH39Eo9G4U64UKlSoeHuQekggSgABAABJREFUPjKfz2M8HiMYDN72W5prkDxMo9FgMBig2+1Cp9OhWCwimUzCZDLBYDCwlpWchZRaYbJIo3T7XdZbq1BxE1AD7DuGaf60lI4kdoRabfd6PZXBVqFCxaUgMth3rd32dYEC4dFoxGtyo9FQXVhUqJhhqAH2HUK/30c+n8fp6SlcLhd3Wup2u+y6Qro8qsRVGQ4VKlRcBsPhEPV6HeVyGQaDAfV6nb2XKStGTatUqFChYlGhBth3COQQ0ul0EI/H4XQ64XA4UK1W8f333+P09BSHh4fstzwej9VNUIUKFZdCt9tFMpnEZDJBq9WCx+PBcDhEKpVCKpXi4mnValKFChWLDDXAvkPo9XooFoswm80wm82caiQjfepKKHa7U6FChYrLgDoSVioVWK1W1Ot12O12ZrAbjQY3gVChQoWKRYUaYN8hkAUfeUxKkoSTkxMkk0ns7u4ilUqpzJIKFSreCmLzr+FwCKvVikwmg3Q6jWw2i2q1qjauUqFCxcJDc54Jt0ajUdsfXiEmk8nUbiM3Nc5GoxFOp5OdRCRJgtVqRbvdlnXyog6Y84rbHue7AnWcbwbzNs4GgwF2ux0GgwEmkwkOh4NrPSqVCjsWzVoB5LyN87xCHeebgTrON4OzxhlQA+wbhTrhbwbqON8M1HG+GajjfDNQx/lmoI7zzUAd55vBeQG29ibfiAoVKlSoUKFChQoVi45zGWwVKlSoUKFChQoVKlRcDiqDrUKFChUqVKhQoULFFUINsFWoUKFChQoVKlSouEKoAbYKFSpUqFChQoUKFVcINcBWoUKFChUqVKhQoeIKoQbYKlSoUKFChQoVKlRcIc7t5Kj6JV4tVF/Km4E6zjeDWRlnjUaDq3BDuqrXuWrMyjgvOtRxvhnM6zjP6vpwFuZ1nC+L274uqg+2ChUqVKhQoUKFChU3BDXAVqFCxVzjqtiLeWKnVKhQcbNQ14fZxCxfl3MlIipUqFBx16DRvMz4zfLirUKFipuHRqNhWYK6PswvbmKdv7MMtji4F/m5ChXXgeueb+p8foHLjoM6bipUqJgGCrAvs0ao68kLXGQcxPG97nX7uq/LnWWw1ZOnilnAdc/Duz7PtVotdDodtFqtjHGaTCYYj8dnslB3fdxUqFAxHeIactECO3U9eYHLjNWbBL+XHefrvi53NsCeBrqgt12VqkKFiquBTqeD1WqFwWDAeDzmoHo0GqHX600NstV7X8UiQZU8XS1ovaBxVR7eVbzEVchplPHYRV7zIs+5iet1pwLsiwTOanCtQsV84ax7VqPRQKvVwmAwwGg0YjweYzQa8eY4GAxe+T313lcxq7js3iQG1uq+dvWYTCbQarU8zsrxvWtjPu3zijKPNxmLN33N855zk9flTgXYaipHxbxBXMAJJG9Q8QLKlKLVaoXX64XVaoXNZoPf74fNZkOv10O1WkW/30e9Xkcmk0Gj0ZC9hgoVs4qLzFExeBDvC3V+Xx3Oq9+6y5mw86R2bzoWyrVdo9FAp9NNDZ6VLLfy77/te3kT3KkAm3BW+uBt0g0qVFw1tFot9Ho9dDodgJeLxmg0wmAw4CBbnJ/A3VvYAXlhjN/vx89//nPE43H4fD7cv38fXq8XpVIJu7u7KJfLOD4+xueff45arXbbb12FiisBHcaVB/CLBuaXef5dBWXFxH8r//+uxAkXmTNvMxZicE1BNe2J9L1yztO8p98dj8cYDocsBbxpYmphAuzz0sRvm7Z42zSHChXTWOiL/I5Op5MF2PQ6w+FQ9jxxfr7J31oE0KJrs9mQSCSwvr6OYDCI9957D6FQCNlsFhqNBrlcDr1eD2az+bbfsgoVVwLxgPm2Wld1r5uOy7hb3BW5yGXirrd5TTGgpsJ1jUYDvV4PrVYrk/8pA+m3vS/eBgsTYJ+FaWkDEeJpdJqQXvxeyXYv4g2j4nohLtB0+tbpdDCZTNDpdDAYDLBYLNDr9fw96YcHgwGz1/V6Hf1+X/Zz5WmdFpy7ALPZDK/XC7PZjEQigWg0inA4DLfbDYPBgNFoxGM3GAx4nBZ141Nxd0FrCvByn6LAWdwDlWzeXc6AnQeTyQSHwwGTyQSLxQJJkmA2mzGZTDAcDjGZTNBqtZDL5dBut1/JMC4yzmOulfNNGU/RHkjBssFggNlslu19BoMBer0eVquVySaRwSaHKBrz0WiEVquFfD6PVqvFdTaDweBWAu2FCrDPY+6maVmnpRhoYtCFU76e+EU3lwoV50GsNhdP4LSYkGbYYrHA5XIhEonAbrfDarXC4/HAYrGg2+2iVquh1+uh0WggnU6j1Wqh3W6jUqmg0+lgMBig3W7zQtPtdjEajW75098MJEnC+++/j3A4jOXlZXz00UdYWlriw0u/30e320Wr1UKz2USv1wPw0gHgLmyGKhYPSiIIgCxooUO3cl8TD+PA5Szn7hocDgfu378Pn8+HYDCIx48fIxAIYDAY8Lp7eHiI3/72tzg+Pka/30ej0ZBJ+Ohxkcb3IoYRNN/EeUpEEhWgm81mGI1G2O12hMNh2Gw2uFwuxGIxOJ1OrqOxWq1nBueDwYAD6qOjI/zud7/D8fExWq0WkyvAq4fK68ZcBNhvUj09jY2e9joU8FBwTT8TvXMJIms9Go0W7oa5Kty1cbnI51UG2Xq9HkajEQaDAVarFW63Gw6HAx6PBysrK3C73bDZbAgEArBarWi32ygUCuh0OqjVatBoNKjVamg2mxgOh9BoNOj3+69IR97mPc8azjtAm0wmhEIhLC0tIR6PIxwOIxgMYjQa8biILLYYdMzbOMwybnI879q1e53cUfw3rTMAeH8T9zUVZ0M5zkajET6fD+FwGEtLS3j8+DHi8TgH0v1+HwaDAT/88AOy2Sy7i5z3mncFNOfoewq6iZmmwNpoNMLlciEQCECSJPh8PmxsbMDj8cDpdCIajcJut8vmuhhg07Ug6d9PP/2EYrGI0Wgki+VUBnsKztL40CN9EVul1+uh1+s57U6pHaPRKGOtKS2h0+lkKXUKgJT+lsPhkDfnbreLarWKXq+Hfr+PZrOJfr9/J28iEYt6Wj8P0zY9uvHNZjMkSYLJZILJZILdbofBYIDBYIDD4YDRaITFYoHP54PVaoXD4UA0GoXD4YDZbIbb7YbFYoHZbIZOp0O324XT6YTRaESr1UKn00EoFEK32+U52e120Wg0kM1mOQDvdDp8ip/Xa6R8r6K0xuPxIBAIIBKJwOv1Qq/XYzQa8cGk1WohnU7j5OQEmUwG+XyeWWwVV4ObnlfzNHevAmLaXUypU7BCKXWSNBiNxldeg4Id2sOGw6HsHiHJmUg43TUonSssFguCwSASiQRCoRCcTievx+PxGAaDAXa7HU6nEy6XC3q9XpYlE19z0SEGzGazGR6PB2azmdlqiqso7jIYDLDZbLwfhkIh2O12OBwOuN1ufi3qW0CECZEl9DPK8Ha7XRwcHKBQKKBWq6HT6chkkzd9HeYiwCaclQ4jTY7VapUFKuFwmC9WPB6H0+nkwFsZhCslImKATT8XA5hSqYSdnR2USiWUy2Xs7OygUqnc+XSzmCm4K4sKgeakXq/nBTgYDOLdd99FIBCAw+HgtJfJZOLAW6vVyjTYVquV3UPoe1FjJso/xEWm2Wwim82i1WohlUrhT3/6EzKZDJrNJjKZDFqtluy9zvv1MZlMbMe3srKCx48f48GDBzCbzTCbzej3+ygUCvj222+RzWaRyWTw/fffI5fLodlsol6v3/ZHWDgswryaZWg0GiaK7HY7AoEA73EkLXO73VheXoYkSbKaDioEG4/HbFVJ8oZ/+7d/w8nJCUvQer3end7LxIOMJEl4+PAhHj9+DKfTiUgkAofDgcFgAIvFgtFohEqlgng8jm63i2KxiFqthna7LXvNRb4vaO9zOBxYX1+H2+2G3+9naY3RaORDn0hy0sGQ4jH6XiSpAKDf76PX66HT6aBUKqHT6aDRaCCVSqHZbKLdbqNYLKLT6aBYLGJ7exvlcpnnulgAeZOY6wBbTIURm0WLjcfjQSwWg8vlgtfr5YtuNBq5sxtdUGWATUE7gexf6KTfbreRzWbR7XaZJTCZTAu1ubzJZzlPinMVr3+Rv3/boDlJhRrESMfjcXg8HqytrUGSJFitVi6WUf6+qFWjxYZwlkvIZDLhBafRaMBqteLo6AidTgeTyUQ2n8W/8SbXYBbGGXjZpdHhcMDpdCIQCCAUCvGaQAx2NpvF8fExstkskskk8vk8BoMB+v3+bX+EhcLbzqu3/dtX7WYwixDXF5PJBJfLBafTCY/Hg3g8DkmS4Pf78eDBA/h8PlmBnsj+9Xo9ZvzElLpGo0G73WZZyaKN32VAY202mxEIBBCLxWCxWGC325mk0+l0GI1GMga72+3yur3oY6eUJ5lMJrjdboRCIUQiEWxtbSEcDsuKQ8XfEckocf2gDAsVpZO+mmqOms0myuUyDg8P+d8Um9XrdRSLxZkglGY+wBaDNvqiIJnS61QgZrfbEQwGXznRO51O1rjSBaWbgx5Jo0Z/ky64qMs2Go2w2WzQ6XTo9XoIh8Ps8GCxWPj37wp7qzzsiN9fNNC+StzmmItzxm63c8YkEokgHo8jEonA6XTC6XRy2kspQ6KDnHjiFguRCGK1Nd0PpDOjQhCfz4fl5WXo9XrkcjnUajVO/YopszfBrMxto9EIt9sNr9cLn8/HKfLhcIhms4nxeIxKpYJCoYBsNotyucxFScTkiengWflc84ppLhRKPbAYgIvr5NtKEs5zM5h3UFaLpAihUAg2m42ztA6HgwvE7HY7JEmCw+FgNlC0+RTXHCKXiJDy+Xyo1+toNBrodruv6LsXYSwvA2W2fNr/07wmPbHJZILBYDi3XmQRIcqWHA4HJEmCJEl8AKR6I2WM1O/3ORAWZUt0AOz1eixjokCbAmmRwe50OqwuoOzuNDLqpjGTAbY4scWTDaUVnE4nlpaW4HK5ZCl40XWBgmHSu9L3ADgwEV9TGRRPa4FK+rbRaASXywWbzYZmswmHw4EffvgB6XR66sa9CJi22NAYKuU0hLPSi/OqAT4PpCvTarUIh8P41a9+heXlZfh8PmxubsLr9cr0aaLOX7R1olRXt9tFu93moBB4Od42m403WYvFwjo3g8EAn8+HyWQCm80Go9GISqWCvb09NBoNTCYT7mbY7XZvecTeHna7Hevr64jFYlhdXeV7nxiMer2O/f19PH36FLu7u+h0OiiXy2i323fmEHyTEMdUzMIQ2yeut+JBT6n7Va/LC9AY2mw23u+i0Sh+/vOfIxqNcn0HHbbp0Wg0sgxNfB2x4MxoNDI51Gg0sL6+Dp1Oh0wmg0qlgkajIQsgxQzvXYH4+QnKGMFgMGAymcBsNjOxV6vVZBnDRR0zcR+n+9pisbCTUygUQiwWQygUks0fuufH4zHLF5vNpixgbjQa3GlXGXg3m02uhRM11rSGUKYGeNnOnt7nnZOInJfaE9kP8SJSGsLr9SIajWJrawvxeJyLwkjXOq3jz3mgxV15cifQa4op9263i2w2C6vVymm1aZ9lHqF838pxobElf0ql5dPrXnvRFh6aH3a7HYlEAhsbG5AkCdFoFJIkyeyJCOJY0SJBp3Oy42s2m69oAk0mEy9YorbNZrPx80ajEbxeL3q9HjweD3K5HL/PRYDBYOB0JAXXdH82m03UajVmsIvFIvr9Pi/IBOV8XrQ5eV24qAxMlEuJa7FomzUajdgJB1jcgESJi44hOSx4vV7E43E8fPgQq6urfGAn4gh4MXaUmSXSg0gf0XWBnkfrB+2n7XZbxsCKa9NdgrjeEqZdKxpjnU7HDLZS1rfIEMdJ3P9cLhez1w6HQxYki/d5v99HpVLhr4ODA1QqFVSrVRwfH6Ner/Pv0jpxlv2smDWfZjxw5yQi0zR7Ynto0SVAZLMpsA4Gg4hEIpAkCXa7nYXy04JywrST+FlpyrMuymQy4RMU2X/R+6MT02Vb1c4SpmUQRO06pSqJBaHsgFhwRyfNfr8v82dWMleL0gyFJERUVOR0Onle0gYouniIRUZiBTSd3Klwo1Qqod1uy+4VYkloIatWq3A6nbIiXwCy9xIKhdBoNFAul9FqtdjxZl5ZKcqckGeqzWbjjY0kIuVymceVUo3TmmvM4+e/bZzn6EK+7iTjIw2w8vfpoCPanYn3gljYK/4eBY0XWatnGee9X5GR9vl8SCQSCIfDXCRNulXgZY0QjY0418VMGa1R9HsAOK3vcrng8/lQrVanEkXzNrZXCZEBVQbOYlMv2utuq6DuNiDKwmhvJ4LI6XTyni/OUWrK02q1UC6Xsbu7y1kTYrDpS1wHLhIvnBWvnfV/141bC7CVOmcaOJ1Ox+ntaZWnOp0OKysr+OSTT7C8vAyXy4VEIgGn03km4w28XJjFzncAZAsTeeOKN4cy7UmbeKfT4UBlMBjw4qXRaPjf83qT0UJCzVB0Oh2Ps8vlgtvtxsrKCiRJgs1mQzAYhM1m46Cx3++jVqvh5OQEtVoNtVoNp6enqNfrsoYplPJZhGYoFOyZzWb4fD7EYjHWQFNwQfrq8XiMUqmE3d1dlMtlVCoVHB4eolqtylJmdFARGVexFsBgMMDv92Nraws+nw/RaBQfffQRIpEIxuMxS0ii0SgeP34Mn8+Hk5MT2cJFeu95At3XVqsVwWAQ8XgcbrebC2i63S5SqRSOjo5wcnKCcrmMZrMpkzCdpRc+D5fVo94l/arJZILf74fFYkE8Hsenn36KaDTKTSJsNptsoxTXaTFTk8/n8eTJExQKBZlrk7gui6lh4OV8UK7d8wyTycSyx/X1dXz22WdYW1uTNeCgsaA1hR5FnarYxErUcoue2FarFfF4HDabjX2Ep60JizCub4qzgmuaz71eD71eD+12m/e0RR+vaTESuahYrVaYzWZmrcnxajgcIp/P449//COSySSKxSJ2dnZQLpe5cQ8Rl6KWWozTzsqmnFeHcVvX4tYZbOVpmXRNJpMJZrOZL5SY9nK73QiHw0gkErBarXC5XLBYLLILodRPiReHLrRSFyQyXCKzR9+LxZBi04rRaMQLFn0/a+nO86Q4yiBDmfKhhZmKyQKBADY3N+H3++FyuRCPx2G329Hr9VCpVNjG0GQyoVQqoVgssmWRXq9nT+ZpUpJ5ZKKAl4EvzVmHwwGXy/VKkEWLB1nqZbNZFAoFPHv2DIVCQWa1d9Y4iExUMBiETqdDrVbDZDLB1tYWH/CIOXc4HAgGgxx80iYLTJcBzdL4nzc/6VBD3b5ItjUcDtFoNFCpVPhQNxgMZL8PvLmDymV+b9bG87qg0+k4W0Lrw71792C327nYXDwwinKparWKo6MjVKtVuFwuFItFDIdDtFotWXA9rbZFmcqnNWXex5w6vIrSkJWVFVgsFs4IiBlU2tPo8FEul1Gv19lPn3TvRAKJemy9Xg+n0wkAbARw2fFbhDG/CKZlw5XjPy1TtujjQ5+N5h8VHorMM7HYrVYLyWQSu7u7sgB7UQ7HIm4twBalIGJRBv1bNCQnNpg2yW63yxrL0WgEi8UCADzR6YKK6QWSKNAEoB71oqOC+P00GYn4fkS/ULKKEVNzszZZxGBWebNTEE1pXlrALRYL3G43W8pRxsDtdnPHJco2kM8qpTVHo5Gsqt1oNKJer6PdbqNaraLT6aDX66Fer6PX66Hb7XJBn8gMzAtEZll0+ADkNnrETmezWezv7yOXy6FarbLVkHhqPw80NuT7ORqNYLVakcvlYLPZZM0mSKsMALVaDS6XCw6HgwNPkSGfpTkLnK17VB7ExaYag8GA1wdqtPO61zzr3hD/X6lLPeu17gJINkYSKK/Xi42NDXi9XsRiMfZnFqU7ypoNUbbgdDp5XY1Go3wYdDqd7GhBr9NsNpFOp9m6i9Zz5fubt2tDWUOtVgun04l4PM4NTiRJ4uJ9Mevb7/fZiSGXy3F6PplMotFowOVyyYryAfA1oWuh1BATSSBmHF6HeRvrN4GYIRElreLjeSzqXcBgMEC9XufmabTHiB10ST5ar9e5lfmi4lYDbJPJBKPRiFAohPfeew/BYBD9fp+DYdF6hS7McDhEuVxGJpOBwWBgaQgFJnRBldWpyWSSuyvVajVunyxaoomnLHFTFg3PaZEn7SyxkeS7OE0fOEugBVzURBmNRnai8Hg87BlOvs3UTZAeRTcMsXEPLdLj8RhutxvBYPAVH0uxpWm73WYtVjKZxJ///Gek02k+vMyTT7HBYIAkSXC73XC5XOzqIerSc7kcfv/73+Pk5ITN8ImtExei131ucX5WKhVsb2/DaDSi0WggEomg2+3C7XZjdXWVsw8rKyuIRqPQ6XR48uQJOp0O6vU6H3TmBWIXMFHrToea8XiMbreLfD6Pk5MT7rZKOO++nBY4n8eU0uNFCpsXKSgX3ZxofVhaWsIvfvELzmaRXarYzAuATJ5AQZ7dbkcsFsNwOIQkSdBqtSiVSjJixGQyMQmTTqfx7bffIpPJMPvd6/XeOjtx2yD9usFgQDQaxWeffYb19XV4vV4kEgl4PB4A4DoD6iDc6XSQTqfx1VdfsfNCNptFu92Gx+PBvXv34PF44Pf78c4773Djj9FoxGsUddsjLbbf75d1K76LEGWmYs0QfQHgwyJlz86TMNwF0FxsNpuwWCyoVqtot9uyfbDRaCCXy+H09BTdbpf3u3k8FL8Ot6rBFptxxONxLC0tyTr1EONJXaUoWKNisFqtBo1Gw5XP4oJcqVSQSqVQrVZlhuTKoJ0CczHgJAaVWF/aCICXm4uofZtVTEuvi5609H+ktbbb7dygJxgMwu/34+HDh7wg0+JPTAu9Jm1qlPYluFwu/p7GVrxGItNiMplkqaJ5c7og9p8YbPFQRoeuZrOJ09NT7gBKFdPTFnIR0xYeeg4V8FHAUygUOEihQka9Xs/XIp/PM4M9GAxkBU9KzOKCJ0qXKHgj9xDKdNGhlxgSJYN91uuKn1cMiJVBtvizac04riq4fp0m/Lpw3nUXDxpGoxFerxeBQADxeBybm5tYWVmRNfASpXri2iNqsKnehv5mo9HgDnm0KYtaYqfTiWw2yzI/MbiZpyBbOc50eCRGPxaLYW1tjX2FzWYzH64pyKMOd1TzcnR0xMRFu91GrVaD2WzmhlNLS0uw2+1MrNB7oLWb7idiu89bHxYdSt21yF7TfS/ugypeyvOGw6FMnidKaHq9HlqtFpsgkEnErN+vb4IbD7BpUXU4HCw5iEajCIVC8Pl8KJfLSKfTqFarrKNsNBqygixKtY9GIxSLRTQaDdhsNhlTKvooNhoNfh4xpxQc02Kl1GOLaSBR1y3+bNahnLDE+tEiTuldauHtcDjg9XrZU5hcMIjdEKUb01KHylanSgcXMTjSaDQyW8VarcYsluj8MC83HY2t3W6XjQF5W5McRpSDUOD3uuKsi4zBZPLC8qhUKsFut0Or1bLcRtwIKEsRDAZ5kz3vNWcNNM7KwBoAMyGdTocbDtBB+TxM2xzFOo5pATZBLLADXl0X3mYMb2v8z/u7ZBlnMpkQjUaxtraGaDTKjZRoPokuS0RmiN9TgK1sQEPOAq1WS1ZkbTabYbFYODNE95byvYqZhVmH8lBmsVgQCoW4+yt1fCXbWTo8UiEYEUfVapULxiiooQwt1cPQfeD1erl3A2njRbLL6XQiGo2yg5Goo51Xx6E3xVm6fxG0vtIY0tddDbip2Faj0aDVajHBKUq8SBZmMpleiasWLdC+0QBbLM6KRqP41a9+hdXVVUiSxI97e3v45ptv2IEilUqhXq9zkCCyx7Q4UJtyKoyhxYUWImJNSR8t6qRFOYf4qPz+rBtmltxCXseUEeNktVrh9/tx//59+P1+WQtvamlK8h2xOx4dcET7OODlAYQ6i9ntdpltF703YkosFgvG4zHrhKnVbL/fx+rqKhc81ev1c1Nus5R2p66CwWAQHo+HnW/6/T4XHKVSKRwfH+Pw8JAtyQhvc2Cjz16v1/H8+XOUSiW0Wi1sbGwgEAjwgYpkLPfu3WOd5d7e3lt/9psEWYqRtp8CLrrHR6MRzx1ytCGGBJjuGjItcKafk6TqPFCQTSwNpY9fxwIr142zfj5LcDgcrLVeXV3F3/7t32J5eVnW5EskMUSHECq+E7sEirpsWksJkiQhEAjA5XKx5SQ9ApCRI4RZHruzQPPH7Xbjgw8+QCwWQyKRwNLSEvx+v6whlVhIfnR0hN/+9rcshSKnJpGMItmkXq+HJEnI5/Pszf/xxx8jEomwvafFYkEikcAnn3yCWCyG4+NjJgfO8x9eRIj7Dj0q709lxoSyvHQguougTG2320WhUMDR0RHb+pLbGDX+czgc0Ol0soL+y6yB0+pmZu3ev9EAmzYsMiNfXl7G5uambPAzmQzbvFWrVWayxY5gNPnL5bLMG1HUb4s3yLQg7TIb2VnPmxW3ECVLfNZ7EVlWr9eLtbU1RCIR7jbo8Xi4ExgtEOIJnhjBbrfLLXVF7fpoNGJGGji7mIx0a7QgAS8Yr3g8DqPRiG63y5XvF7nJzjsAXRempXfNZrOsyBF4MX5UVU0ZmWq1+orO/3WvfxFQMD8cDuHz+Ti9LhaUUdaAnnseg618P7MAUc4kuqEAL+YQFcz2ej220FSyJCKm3TvK60qFYOfNZ7pfLpLuPEvGMA/yBqrXCIVCiEajWF1dxdramkzyQYdxKkYvFouoVCpotVrI5/PcGlkMsEmbLVrJUbBCzhZEztA1v4gv7qwzYuJBw2w2IxQKcRc8cseiMaI1o9vtMtN/fHws61JKrisECrABcEdYavyxvr4OSZKYdTWbzXA6nYhEIjAajej3++xlDkDWIOhNP+s84XVZReV6QbGNKA8kzPo8vApQVkkk4ojBHo/H8Hq9AF5KocxmMwaDwZmSutfd1/QoPv+8df42xv9GA2yTycQMaiAQ4IIwjUaDarWKWq3GrgqNRkN2YqYgmf5NqUb6uSj3ECUeSnYDuLrBnpVTkzLAFFPbJpOJi+7ETIHf70ckEkEgEJBZM9GmSDcKsRedToeZEyqioefReDudThSLRX49SuGLhZD0PojdFoueyIJKdOEQT7RnffbbgPLvktWV2+3mz6/RaLgeIJ/Po1KpcMD3uvf9Jp+LFjWNRsNG/VSlTcWp4iFLHOfreD/XAdKTezweliTodDo+9LXbbVmaXFwPRCgZVJqHYgGv6KgjBpDTfh8AN1kQD6EU6ItFu2etG7OyniihbHoSj8eRSCQQiUT4IExOFoPBgH3va7Ua6vU6kskkXxtaQ8Q1Ssx2OZ1OOJ1OPkCRPhsA1+CQU0atVuOsxVmYtbFUgg694rwm+1MxA0ifo9PpIJPJoFwuI5VKoVwus/SRMrfi80VQUeRwOITT6UQymYRGo0EgEIDP54PNZuOeBxqNhmV7tCdks9lX3Foug1m/FmdBjDHEtUTcd0WbVmUzH3ruooP2NSIzKduSz+f532QV6ff70Wq1UK/XAbzIvlIMR6SdsiHdtLGfpj44673dBm4kwKZJSOlFv9+Pe/fuYWVlBfF4HKVSiQvc9vf3cXx8zDezuCmRrk+j0XBhl1LKMS1lqMRVDvas3DjKm52cFgKBAB4/fgy/349AIIAHDx7A5/PJsgYU4FKBArmvNJtNdvkgiQMVjolMFN1UFDzThkGPdrsdoVCI/+a7774Lv9/PjAkFM16vF0ajEdlslnXfwNnyiWlB002D/qbVakU4HMby8jKnW7VaLdrtNo6OjnBwcIDT01NuIHMdqexer4dSqYR6vQ6fz4dsNguv18tFjRRku91uaLVamZTlPCnOLMFqtSIWiyEWi7FjhcFgQL/fRy6XQ6FQQDKZ5Op1+lzKFKQY4ImNe3w+H7a2tuD1eiFJEjdXEg+MymCbXpcOoWSd+OzZMxSLRRSLRezu7qJUKgE4mxmbNXkDfT6LxcKuIPfv38cvf/lLbGxscFG0VqtFs9nkxknpdBpff/01MpnMK0XlJNujWgxaq+g6JhIJrKysIBAIwOPxsL0cFfL1ej0Ui0Wk02mcnJxwgw/lewZmZ20+D3Q/0rxeX1/H1tYWkw1EfFDgUS6X8d133+Hg4EBm9XlWECKCMgt6vZ5lIwcHB1hfX0c4HOZmTUtLSxgOh7BYLCgWi/D7/WyL2Gw2b2OYbgUiM0rFedQLQ0lq0T4ndu+dJfnoTUEcm1qthoODAyZ6YrEYJEmCw+HAo0ePEIvFUKlUsL+/j2q1KnMYE+2U6fBORfvKQ+TrMpO3Of5XEmBfNJVvMpk4vej3+3mwqdtfJpNBoVBAtVpl5k3JYF+3RvEy7LZ4k00L7m7rwiqlOOFwmD1VNzc3EQgEYDKZmKmjNCItwJVKBZVKhSvT6/U6pyPp2lCnMBHUHIGCewqwJUnC0tISJElCr9fD8vIy+95SUEcWVZPJ5BVXiFlPr2k0GtaVKdujDwYDVKtVntfXaT04Go3Ydo8WtVarBZPJJLOVMpvNGA6Hl2KwZwXEcno8HjgcDlnBW7PZlGW/pklwxABb1P/SIY865UUiEXi9XpZOUVdZMeOiXMTb7TbfF8lkkt2NJpMJjo+P52aclQcHMXgQu5RSmhd4Mc/L5TKy2SxOTk7w7NkznJycyGR7IislkgBGoxGdToeDTermSxIR0tiTPIIkV+RCoLzO8zLOwMv7kZpTud1uJhooc0JrJN3f2WwWx8fHLL2hoPd1+lViCGn+plIptNttOJ1OLogWGex2u41IJML7grLd/V0A3QsikyqO7zQGm67brMu9rgs0Pr1eD9VqFRqNBi6Xi40lqAMx+eR3Oh12uqFsJBVKUtM0kjtexnFkFtaBKwmwz/sQFHgYDAYEAgFEo1EsLS3B6/ViOByiWq2iWCwik8kglUqhUCic22r0ugfssq9/3unpNi7wZDKB2WzmYsN4PI7l5WXEYjGWL9Cm2G63ebMiplps2y0y1WR7JjqwTIO4CPV6PQwGAw7oxM2VtGr0nkWP0TdlUm96rMWiXZJd2O12ro4mqUCtVmM3nItKRN4UNJYUjFC7ZLFQh+y4KP1OXrjTOpDNCkSdKkmcXC4Xd08le89sNotyuTz1IEMBNaXlKQ1Ph1Bq672ysgK/3w+n08n3i8FgkM3ZafUd4/FYpmUNhULMeDkcDlQqlVc6xs4i6FBLGSTKzoRCIV5X6OBAMrFcLoejoyMkk0lkMhmW6YjdBqdJYiaTCV8PuodIJmK1WvmQ3el0kMvlUKlUuNOp2MNA+brzAtK0ezweZrJpTaE5LxbvU22S0onoMiAXKArMKSvZbre5doTmut1uh9vtljWCm5ds11VAmfmiwFkpF6OD4rQAexYCvZsCHcg1Gg1sNht7qlPWnCRllCHR6/UYDAbwer0sYaLaGfqe/NiptqbZbDKzTd9PO/zMwphfu0SEUl8ulwsbGxv4xS9+gbW1NW4IcXR0hL29PXz//ffY3d1lFmqalmwWBuyiuK3gGgDcbjc+/PBDTqV/+umnXLhChx1ioVutFlKpFL788kuWgFA1uugcInb1Unb/I9D/EVtKDDelkE0mE/r9PrRaLTsCEPtIr0+MlBgQnoXbTgORo4XJZGIJTiAQ4KCPNKfJZBL7+/t8oLmuzUnM8pD+rVAoQK/Xc3pNq9Vy4OJwOJgpJG3rLG6cosuEy+XC6uoq3nnnHZ7L9FmfP3+O58+fc9Onaa9DrKnH48E777wDv9/PDTi8Xi+3ladud7QJiN0HyaWB5q04X8lKjmzP2u02uyNRgyvSKgOzu6aJhxGv14uPPvqIXWmCwSCsVqvMIeT58+f43e9+h93dXbRaLXYZUsr2xKwfzVexfiEYDCIajSIej8NgMMBgMHBB+w8//ICTkxMkk0nk83mZBIgwq+MJTF+v7HY71tbWuBU61SiJFob9fh/5fB6NRoO9rqc5ESn/1rQMK41Vu91GNpvlrEE2m0UgEGAXKTpUhsNhWK1WtNttrke4TIfHeYZy/OieoHubgrnJ5IUXO/UWIJJlmkRklufnVYDWTCJU79+/j0QigUAggFAoBLfbzZ1FiWxYX19/JZ4Qg2exN0qj0WCpJUmKq9UqP0/Ubc+CPOfaA2wq3vB6vfD7/YhGo0gkEjJNb7lcRi6XQzabZReA2x6Yt8FtuwFQNTp170skEgiHw7LndDodbkSQy+Wws7ODg4MDNBoNpFKpV9KOdDKlAGPa4qpk80g3SEw2/VsMVuj3aCMWX/simurbZAeoOMtqtcJqtcJms8Fms/FnoQ2QCrLOki1cJWgsRAZbzAjRBkHMNX1P/zcLmFZVTkG2yWRiqQLpx0mvR+vIeVIceh0qtCYP5wcPHiAUCslazBNooxWDFNICUjEwZWbEgkitVovBYMDe5JTZUHpnzwKmvR8ad6vVilAoxDIv6tBIDHa5XObOmQcHB7KD+bS/o1wficG2Wq2cBXI4HPz3x+Mxer0e6+uJwb7ue+mqoJTciONM1pmkOafgRAQVz9brdc6G1Wo1Pty97u9Ok44QK07rEzHYxC6SXMRms0Gj0TCDTQz3vIz9VWPa/AVedqYmBlvsmLzIUhHlfBYzpNQcKhAIsCSEZEYWi+WVTBllAWjdJAabAmwirIxGIyqVCkwmEwqFArrdLlviKq0VbxvXEmCLVfmSJCEWiyEcDiMQCHCjmFKphKOjI5RKJT6RzHrq9KK4jRSFGADb7Xb4/X6Ew2F4PJ5XTtu0MWazWeTzeaTTaU45djod3hgp9UXBAqV+yP1DXFwAsEctvQ969Pv92Nrags/nQyKR4OIdMQ1KWuVyucxOA2c5QIi41QKG/8+80ReldiktTow8FWLdJOtDQUm73Ua325Ut9MoU56yc9pVQbl7EjpjNZpnMCQBqtRrrcpV+vTTHbDYbAoEA7HY7S9XIptJms8m8y8VW1PRvKr4RG1qJbB7VmFAXQ9poqR5ilptQKK+9mJ0hiYDT6WTbOGqgRMQIMcpij4GL/i2z2cyuRn6/nwuEyeJyNBqhVquhVCohn8+jVqu9lZvFTUOUGUxbM6lTIx1cCDSOlGXMZrNIp9M8JmeRHGf9TSWTSvcIzfNarQYAXLhKc5icH8QC37uAabKQs54DgNd9sdOmuOcuIuiATHu5y+VCPB6H0+lkYo+cygC8UrQoEnFUwyWukWKhNcWU3W6X5XsajYYLyyluECUlIrN9G7iWAJs6QplMJiwvL+NnP/sZ7t27x1rPZDKJo6Mj/O53v8Px8THq9Tpyudwr8oB5xW3cUFSIZDAYEAwGsbW1hQ8++IC9pmlBpvEtFAr4/vvvsb+/j0KhgMPDQxSLRQ4ggJeBjRgk0AKrDLyJ6SIHDWo8QbpWarlut9sRCAQ4mKHXabfbOD4+xunpKQ4PDy+kV77tRctqtSIajSIYDCIejzPzSfInYofoSyzavW6IxZVOp5P9RkVfZ2UBzyxgWvBJ6VeLxQK32w1JkiBJEur1OvL5PJrNJk5OTpDJZJDP59nOjV6PFmyfz4ePP/6YO8d+8MEHzFpTMEldYKlob39/n/Xz5KRAXTkp00Ybqt/vx+bmJmfryI2Euk5SgyXRwuu2ZU5nwWq1IpFIwO12Y2NjA0tLS4hGo7yRUtfQH3/8Ebu7u8jlciiVSixFOs/5R8msOp1OPHz4EOvr61z8TjK2YrHIa8P29jZ++ukn3qDnDWJwTeNI+v9EIgGPx8MHR5Lbjcdj5PN5fPnll3j+/DkKhQIKhYIsQ3OeW8VZZA/tBcPhEM1mE5lMhuVRVDtAwb9oXUmZi1k8JF4liEgSv8TDBY2n2EiNgjkxYytilu7vN8W09Yoygnq9HvF4HJ999hkSiQRL7/x+P/8OdXc8OjrirC49Wq1WuN1ursWgTqNUFEnFztFolHsekLMQZd4bjQYKhQK2t7dRKBReycjfNK7FRYQCM6vVyq1Xl5eXuUiD0rknJyfY39/nBfMijOVZqdVZS7neNETzdrvdDp/Ph2Aw+EoQRcFAq9VCLpfD6ekpyuUyFzWKwZbIVouFifQzCqyJuaW/SyneaDQKh8OBQCDA9ozKQF08/VPBa7VaZc/MWQYx2ORoIXbwIgaUFoLXBR5vgvM2OXKGURalKhkZZWZjFnDWekLMtZiG7XQ6qNVqsjS32E2RgjjaBEjqQEFNIBCQBeF03Ug+lUql2MOcin+73S4qlQrPUWJgwuEw664B4N69e3zfkG5zGjsDvN5q6qZBwZXX6+V+BXa7HcDL4KzT6SCfz+P09JRZpMseIKlw1efzIRqNsmc/seSkuyQGu1gsLkSRHc1JvV4Pm83GdoTKwm+ScqTTaSYexFqJt3GroNcQGWzqrEv3BEmlRAZbZG0XFUr2WvmZRakXgSQ707I4izRe02Qh1OuCmOt79+7B4/EgGAxCkiQmLijWI/vSdrvNjzabDc1mk6UlkiSxlNFqtbKsRJIkmSkCZbgkSeI5XC6XeS1SSq7O+yyXHYfX4cpcRMQ/RhuZx+NBNBrl1CINcr1eZ59aSrteNE09q2zmbYMmOW3igDxNSKAA0GazIRKJoNvtsjVWrVaTpQ7JaYEmOaXpxaCa/i69pshgBwIBWK1WLpoRtal04icLr0wmg0wmg3Q6zUzYrINSWk6nk4vi6HNRx8ZyuXxtziHTri9BKRGZZi8lfokbyW3fS8rPRQusGISQtr9QKCCbzaJQKMiKXAhiNs3n87ETBlnvaTQaPoxQm/WDgwPUajUUi0UcHBygVCqx1pgkI+KhicZWTA2LVnRK1kv5OV83DjcJmgMk2wiHw2wbR0EvfT7SR4pz7CKYTCayrIHf7+fMhHgf9Xo95PN5FAoF5PP5ua/NIdC8IMkTrZdms5kDbMpAkf6U7CeVjXXeRo4okhvUZdblcnGALWa8KNgmDS11hVx0KAkIcQ2l7ymjQ4eUeaoPuCxEckDMyBgMBp4fNJ81Gg33fRD7a5TLZezt7aFcLrOVX6/Xg8ViQavVgtlsRqlUQrfb5QM3ZXfEjLnYwK7b7bJ8bTAYYGVlBQ6HA7lcDs1mk3Xd5K1NeJv15CK/e6USEQq4vF4vPvzwQywvLyMSiSAajcLtdqPZbCKdTiOZTCKZTKJYLKLRaMgsVl7HYKuYDvJTtdlsvAiKnqe0WNJpzu/38zUiv+tarSYL1hwOB6dpTCYTv7YYOIgLjlhBLLY8FpvO0PvQarVsRF+tVrGzs4Ovv/4aBwcH3Klt1kHBQSwW48Y5Op0O7XYb+/v77B7SbDZfy1C+7ZxXsljUUU+r1fICpswQideC5gn9vxik3qSMQXxvNG+tViuCwSB8Ph98Ph87S9RqNWxvb7NEQbTnE109aP25f/8+Hj9+jPX1dfa1JnkS2VGSdI3qQsSCOipSFaVW4mar1NpT0Q655Uwbv7NYrtsKrmnzkiQJm5ubWF9fRyAQYN/60WjEn7Fer6NUKnGhETUBm/a5lEV2NpsNKysr8Pl8uH//PtbW1rC0tMS6X43mRaOKn376Cfv7+0in09z1jYKaedsnaGyItTYajXC5XPD7/QgGg7xuAuC5SE3YTk9PkU6nuXia8KYHd/FQPRgMkM1mMRqNYDKZ0Ov1ZIE1uT45HA64XC6udVhk0BpIB3BaO8Uv2v/oMJjL5XB8fIxcLidzd5kWlM4jREJGvAcpO0hkk8fjgc/nQ7/fRyqVYgLt22+/RTablck2xKz6tI7P1BmTJEokE6T/X1pagsvlkv2cZE6dTgeHh4fQ6XQ4OjpCo9FAMplEo9G4sYztlQbYdNNaLBZOxfp8Pi4A02g0XOBIp3Niga4L8z6pLwqRwVamGUWdGN3sNpsN4XAYDocD9XodOp0O9XpddhOJnezI21cMsAlKxk5Mf9IiJHpg03sQ24jncjnkcjlkMhlO0ys/36xJg2hhIbs7YvKV7dGVLbJFXMX7n8Y8UyBEmsCzis+mpUFnZZzpvVFAQt7IdBDodrvsoU+Mh1I6QMV6Xq+XK9qDwSCAl9mc0WjE7FM+n8fe3h52d3e5C6HYKfA80H0gOraQdvOiwfNtzmeRsSTWiKy1SCpAGyLp3JUypGnvX1x36P8MBgPcbjfbJEqSBKfTyb8zmUzQ7/fZOaRUKr1yHeZxbReJDpI9EYstrpf9fp8lc+VyGfV6/UJB7WXGhN4LMYwGg4HrD+j/ae+gvcVsNrPV6pt89nmCMghTHqjF70nLTsXWymzOPM7Vs3CeRESc0zQmFFDv7Ozg5OSEG3IpsyA032jNFwk6+t5msyEUCsky5PS7lHG32Wyw2+2cOQ4EAkzYnUd2XAeuLMAm2QBthpIkwePxyNwVzGYzAoEABoMB9Ho9SqUSC9fJ85ACgasqBluUSf06kO8yAJTLZaRSKQ6M6WQnMs90nWhDHQwGcLlcAOSuC5S2pQ1B2clOWeyh1FYD8sWo2+2yA0M6ncb+/j4ymcwrTjIXTaffZjBCjD0Z6NMYUDdMaoxx3iHyKt6/Mk1M403MwHm2h2LW6Dxt623eR6IUR1x0yWli2pyhOWixWODz+RAOh+Hz+fg6iU4g+Xweu7u7KBQKODk5YT0xLdCvA/0tYlronqH3RwyY2HBl1uazEiKDKbr9iIcxYpros3Y6HWa2KACblkHTarUIBAJcOEleyxTs0ThRJouCFtK6A7MzTpfFZDLhgnSqVRGld/QcWkPy+bysL8RFXv+y70c8NCndd2hNo4yk1WpFv9+XFepe5m/NG6YdFsVHMWNIPTymNQCax89+FpSfhcgOrVaLQqGAn376iZvSkb6aGoCJrlbnvf5kMpE1kAHADl207vT7fej1euRyOXg8HvT7fZb+EePtcrmwtrYGs9mMbDaLdrstswG8bjeiKwuwqSiGgujl5WVOxZL9kMfjwcOHD5FIJJDNZmGz2Ti1S1IBYtteF2CfxQhNS0feBVBVf7Vahdlsxp///Gfk83n4/X48ePAAfr+fDzoUGPr9ft78Y7GYzD0EeOlLSdIOcv4AXmVNaWNVBnGi6Tul9Xd3d1EqlXB8fIzf//73OD4+RrPZ5Or4Wb92FGQQy0cpdGL1m80m9vf38cMPP3DL8mm4qs84bbxo06RCy7P+lpjyfJ31F3A7LJTRaGQPfWoCI1rqUWtdsfCLAkOShty7dw/BYBBOpxN6vZ6tz+r1Ovb39/Gb3/wGh4eH3NWUZD2j0ehclwYxaKTK9+XlZfj9fuj1eg5clPKRaa912+Ms/l2xsJSyYkrdPnUhDAaDHAR3Oh3ZmIh2hWJNx/r6On75y19ibW0NDoeDreHI85kKSdPpNE5OTtiVZ5bXhdeB3rvJZOIDXyQS4fksHnLr9ToODg6wu7srCwzedm1UZhPoIK70zAde3kd0wKWMAwCk0+m3HI35hXiAVDbuIakltfoGFie4Vs49mktkUCCy1WazmeuAyOKU3ELIIUd8HfEReGl5qDzY63Q6FAoFJnR/+OEHGI1GBINBPHz4kHsbfPzxx3C73VhaWoLT6US328Xe3h50Oh03p6FrRZ/tOvDGAbYyTUAfmNIDLpcLbrebU0sUkJAnoshgGwwG5PN57nJ30fTTRdOR5z1/UUDtogHwxkQbViKRYA0l8JJ9FT1XzwIFA+KiclFMS6mJhWmnp6fY39/H8fExB4OzrsEXb3iSQykLlPr9PsrlMgqFAhfD3TRooz7PmYeuichiizhPLnKToA2epDgUvNH7I9aT3istxBTUeb1eLromj2VKi5fLZWQyGezv7+P58+evNEl5nUuDKGMxm82sU6ViTFE2clbL8FkZZ/HvijKvs7y7xboP0u0SxOCMDukWi4ULggOBAOLxOJaXlzmQp3Egr1xyEKnX62d2j51HEINN3tdi1z+xeRHZbNZqtTP17ZfFWSQIabvF+wh4SbaQBMBqtcrcku4CzmKx6f8o49BqtbjIkQpFZ3kve1vQOIgMNtWtiHvLZV6LIBJzF0G5XIbJZEKj0eD1nWJLSZIAvLhWoVAI1WoV4/GY49LrlES+cYA9bdKJdlRn6Q7ppO50OhEOh3mBHg6HrJUhb1uxul9sT6zUP9HPlNIF5Un9roCq7+nGt9vtyOfzsNvtCIVCrBemwkMaN6VWW7xJlOlh0RNUeXMogzYxVUTBDDVNUDanmPXrpNFomNGjAgwaR9Fb9ryA6iZAAY7SGo6uixh8n/Ueb1vGILLpFIQpsyhiECe63VDq3ePxwOVycf1Ar9fjSnbyzqaCm2lymtdJEpTvwWKxwGazsSRLPAAoJTuE2x5nEfTeiHEqlUoYj8fwer38f6JHcjwex3g85swZFdaKEhPSF1ssFj7k0NovMuLAy+Jc0rPSYWfW14XLQLRApIwKANlBjKwiG40Gu+Ncxfo47fcpyyDOW/H587AuXzWmfW7l/qcsehTv70Uds/PWqmmNdS56KKQYQ/z9y4wfkVqTyQuHoqdPn6LRaLB1MMU8sVgMk8mEi3X1ej3vCcri4avAlWuwp51waWEm3S9puVwuF/r9Pur1Oh48eIB6vY5KpcIUfqvV4up+ShmKKQZloEALP9l4idIECuIW+VRJk7ler+Pp06cwmUyw2+149uwZ7HY7vF4vNjY24PV6OdgmrRKlKQG8EpDR4YUWGLHaV6m5FhcXGvN8Po+vv/6abfi+/fZbZDIZtqCaB1kIgdhUcqGgjlLEVlIqm76uq3HSNImOCJL3WCwWDkrFe4GK1IgZVDJXZ+GmrpF4ECCPdQpISIpDMgYqqLHZbBiPx+y973Q6sb6+jqWlJcRiMVkx487ODj7//HPs7e0xU3hW847zrh+9B5LCeb1eBINBlkXQ+kQFpxft5nlbwTUxpY1GAycnJzAYDNyNzW63YzKZ8EEmHA7jF7/4Bd555x2W1hB7R/NJdBOiMaJ29yQLEQ/onU4HyWSS/bWp6G7WM1uXgcViQTwex/r6Oh80aJ6RpIsOgYVC4RUv+7eFMvghls/v98Plcsk6/4p7LP3OvBUrvimU977ouEQsKa2fJP8S68gWZb6KmLZPazSaM+emuE+9rr5HSYpeBo1GA7u7uzAajexQR52jP/vsM8TjcZjNZnzyySd47733cHR0BKPRiOPjY5RKJe7HctW40gD7LMaMHkm3B4CDP2I47XY7M52TyQTFYhG1Wg2j0QhGo5H1fWJALQZ1yrSmMphWBiTzgsumMDQaDVffazQamEwmZpcCgQB0Oh0ajQYkSYJer8dgMODuYWTrp0wJiwE2IG86ALxMIyolB3St2u02N0pIp9M4ODhANpuVsaevuy6zcu2Iwaagir6AV5v5iO1yr+N9iPeYctOjg5DSF52ujdJ2ahYPOOK9S4G0eHhXyhgoiCOJmsfjYQbb4XCg0+mg1WpxoyuSKPV6PW6yRK97Vh2Hch7SexD/NgWUIst12xmNi4LWTepWWS6XYbfbmUkmZhp4YeMZi8Xg8/nQbrfh8Xg4I0WZRzq8i9adYst7ZcBGhAs5Z1BguUgBCzHY1KCKuiOK84Q87IlcUspj3nQ9VAYxxMbS3BXlKuI6vihjfxmIrKrSaYkwbb2/a+N1VhxCj5eZq286buTcBbw4pGs0GmQyGfT7fe4maTAYEI1GOXbZ3d3luo6Tk5M3+ruvw5UF2FScAgDVahXVahWVSkXWbhV4mWahSTuZvOxBT4wPdQBsNptwOBzcoa1cLnOQTadEMVgQmVVxYaAiI1r4qc0x6aau2yrwbXDZ9LEYlNAC2ev1MJlMUK/XWZZht9vRbDaZwaZrNK3qX6N54Sji9Xq53TONsyghAV4Gme12G6VSCe12G0dHR0gmk0ilUigWi5yFuEwqaFauDwUH1FmKMibiPBQX3Ot83+Jri9eADgEUZIpOPtQkpdvtyhqzXAfLftUgpoQ+A7GtFFyLzQ7o+lCRHq0JlHan+15ZUC1uosrNQRxf+pnoCEHdDolJp3nebDZlxduzMpfPwmQyYZkZ8GLNzufzPN/FAwTVHlDW0Gq18l4gBoXkUEGH+OFwyK9DGRQAnNUi1wFxrVgUiAWkZF+rDGYpA3hWBuxtxkO5R1CGyOVysZuLMs1P9x3tm4t0Pc6CKAehg7x4rc7bu+7C+JwH8XBy06BM5WQyQT6fx/Pnz9HtdmWZTQAIhUK8hhHhR+5SV1XvcWUBNhWv6fV6SJKEg4MD7tYVi8V4ESbGRwyuaOEej8fcbY10aNReU+z6dxazJC74k8lLTRDpCYnZffr0KQqFAiqVCvb29lCpVF6bCp4HTJvM1D2TChDK5TIz0KQdFr8HXh6CKJVrMpkQiUTw4YcfIhgMsr6VrqmoIaRNoVAosLH8yckJ/vSnPyGZTKLX66HRaPAEnpeFiBZbo9EISZI4eCVJFBVl0WO32722Do7Aq5o1Al07m82GWCyGeDyOWCzGTj7kUEBf1/0+rwqUQRmPx2i1Wpz5onlKEhHgBbNKEgRqQmAymTgzls/nueGBWNglbqjigZEwjdkmz3+fz4d4PI5wOAy/3496vc5V6vS3iC2Zh3WmVqvhxx9/hNVq5XRrp9OBy+VCIpFgWZTL5YJG86IZh9/v5wO92BaZZA5EdIxGI9Zik9MKAC5839nZwfb2NjciowPQLM/Py0Bsj04d78S6DfHrdS5AbwN6TaPRyK3qxUZOwMs5TwfFs2zoFg0Up1BGlw7uRqNRRqIoSY7/x957NTeWZVfCC957DxAkCDLJ9JVV1VUV6unRtNRqSQ+a5/l38z4T8zIRmpmQNKNWG7W61NXl0jCTnoT3wL3w9nvgt3cegCCTzGSSMHdFMMhkgjDnnrvPNmuvvWjB4FUxzTZOfr8ttNtt5PN5aLVaSJLE49NjsRj+4i/+Aqurq1CpVPj0008BAPv7++yAk7oIDbUScVll8yLcmINNVACVSsWj0CuVClQqFXPoJsssIjebMtwA4HK52EGebHKcvLEnucGUqRP51yJ/O5lMol6vc5mTSmKLxs8mh4HWDjjbeJMTEsUS4WSTo9lshtfrhdlsRrvdxvr6OnNgxWsq3kj0etTQeHJywtnrTCYzNw7GJGhNKBgRM9i0/4iTJ/YH3IXjShlsm80Gl8sFm8021jEtBgHTGlPE55ml+4HeDw04ETPYlMWeHHYgysyRUy5JEmtgiyXdycz15GtPK3eK2T9SD7FYLCw1R68lyp9d9LlmCZQw0Wg0sFgsKBQKcDqdbM+Bt81xk4oSnU6HxxcDQKFQYGUQcrx1Ot2YPacghypfFJRQ9W2RQIE6zRUAzsuZTmua+1j7RByYRRlsOg9FOTq67y4bKrRIEINtSiaJ6zE5sv6uHMpZwCRlkfCx9u1lzynOBCF5VKPRiMFggCdPnnAPGkm+drtdlhodjUZjQ/Su8hkvw41OciQ0m00kk0lotVp4vV7o9XrIsgyTycQZUeAtd1d84+J3csREXeZpj5v2/2QkqNmLuH8ejwdra2uceUwkEpxdmcZ1m2dclXox6fSKzgWV281mM5fCqclP5GWPRiO0220UCgU0Gg12qokWQgflvBofet8kzUea7+Keo/8nQyw2Fn7MDBS9vjiq3uVywev1wu/3w+VyceMSdVuLUyZn+bqImaTJr0knWAzwxOwfOSpqtZq5r81mE2tra+wI1mo1doI7nQ4Hj2RH6PmJ2kYBi81mQyAQGMv+kWRmPp9HOp1GPp+/E6nGDwHtW5VKhUajwbKfpBLidruZkkfBC9EZRNUgWZaRzWY5qSHK/pGTCYADU+Id1+v1dw6kmFdM4/GL1RORkkBr+zGdWZGDLar0iFRMGhBGnPBlytROkyScpERSouKidVn0YOSy4OJjnn3vAgWGwBl1+ejoCIPBAF6vlymuAOD1ellq9OTkZKrm/PsEUB/FwS6Xy/j666+xs7ODYDCIfD6PQCAAl8uF9fV1uFwuLr1c5KCQsSGDPBgMWLxcdKrFv5v8N2UXyZAPBgPY7Xa4XC602228evUKuVyOOYPFYnGhHOyrgg7HadGZ3W6H1+tFIBBAIBBAMBjkhjPiDwJg6sHOzg5yuRyOj4/xxz/+EScnJ5zJm/fDkqJbGq5BU6PEvUq9APT1sbLYonNNXyaTCX6/HxaLBbFYDA8ePMD9+/dhsViYOy9JEvb393F8fIzT01PmqtFzzRLEipe4psS1JsebDjZyrClYbrVaPCqesqbhcBhOpxNOpxN6vR7FYhHVahWHh4eoVCqsXEQZkEk1JNoD1LOwsrKCTz75BJubm0x7oKFPL1++xO7uLnK53LnK0axDDLrL5TK++eYb7O7uwul04uDggAfGUEBHdJBerzdWZu12u8xBDwQC3HBEFTKn04l2u818a1LOELPei4LJygjZBZHnS4EbnVkGgwEqlYqrAfQ84nN8KLRaLdOqiEoGvO2roqmSpVIJhUKBs9iLjIsqWcBbH4WCd6rEiBUxepz4fPNavb0I0/byrIHGtavVahwfH7MPGI/HAQDr6+sYDAZ48OAB4vE4Xr16hYODA5Y5nlTXuu5n/CgOdqvVQiqVYu6dy+Vi/p3b7eamI8p+iCBHRXSu6YAVneuLMlgUUYqZRDJco9GIy/vD4RCyLMPtdrOayWXi+fMegU5bK/FnseQn/p+YwabyNzWUidlr4IyCUiwWkUqlkE6nkU6nkclkzpXT5gmT6yYO1zCZTGO0GtqTk7rit/EeKaC0WCx8WHq9Xu6eJl5lp9PhEcyUwZ58rrvY5xdl9cSAW7z3RTULAv296GiLfFbKYBOtod1uw+FwIJ/PswOsVquZ2ia+5mSFh5xLu93O08OoSkbUtkKhgHQ6jWq1OpcOCdkConuVSiUe2kBybmQPqM+l0+mgXC6z1Ko4v6Db7WJ9fZ3XkjTk6fq0Wi3OYJPc36TdmGc7PM3Bnvx/0XZQFltMfoiPval1oCrvpM682FBM14Yc7vex57MWwF8F02gB4ucQm9tFqt3ktZ7nfXsZZv1zEaUQANsjsv/lchk+nw8ajQYejwcajQalUonP9clhQe9TSboxB1t0zCgtPxqdKVdkMhl0Oh0+aBwOB9/UkyN4dTodZ0Vo4hcpjEx7vFjGInkjmuJD/EvRaReddaPRCJfLhUAgAK1Wi0KhcOnnm2dclS5CvEqi90SjUUQiER7pS3xWWkux+TSXy+H09BQnJyfIZrPc1DWvazftMBSDOLERCBgfO35bn5sUeHQ6HbxeL+LxOHw+H2KxGPPl1Wo1Z1kajQYqlQpnbsWRtZOf8zZx2esR9UNU/CAHRAz2SCWo1Wpxk0qxWEQymTx32HU6HX4eo9HIjiM52KKebb/fZ+69RqOB3W7H6uoqHA4H4vE4vF4vbDYbRqMRKpUKT4csl8tXagqb5fuD9js5yfV6nRMnREkidRqqFlBDJ50BYp+HxWLhaY6UPBkMBmg0GsxXv2y4zCyv1btA753uQ1mW2YaSLSHbKmawKWE07bk+BHSGks0nB5veA6kx1Ov1MeWt91XCmbdrN0lHm+whm6SsiVXLyWBikTLXIublmpJjTHa40WigWCzCbrczH5t6dqiZdVJhCrjjDDY5FWQwVCoVlwhpOAEZVjEzRWVfarbweDywWCwIBAL47LPPePogZeOAt04NlQB6vR5arRaq1Sra7faYAgapmdCUKnoOp9OJzc1NaLVanJycIJVKoVwujz0/fa5FB31Gg8GAQCAAs9mM7e1t/PSnP8Xm5iZzTWkNyQi3Wi0kEgnUajW8fv0af/jDH1gWp1KpzKzG8lUxGbFSxoLKgcDbUqCYLRV5ux8TRqORBwbF43H81V/9FWKxGBwOB8LhMGcIxSBof38fOzs7nJW6jff5PhADF6qAkQNADY0mkwlWq5WznhQ0aDQaVCoVdgQPDw9htVrh9/ths9nYwdZqtXA4HFhfX0en00E2m2UdVVKF6XQ6rMpis9kQCoXw5ZdfsmLI1tYWvF4visUiXr16hXK5jL29Pezt7eHk5IQd/3kDOcekRKRSnQ2gqVQq7ByLNB1yvMSgWxz+ZTab4ff7sbKyAp/PxwELqTvlcjnk83mWj6T3sCggO0gqB8lkEj6fj+VPqTKiVqu56dBut0OtVkOSpGs3WF0GOndJeUuUmaQES7fbRTqd5iC1Wq2i2WwuHNVhGshhpr0r9oGI/V9UZaCAiGZKTKOWLRrIPsw6RGlosu35fB6vX7+GLMtYWVlBMBiEy+WC0+nk4XGUJPiQ6vuNO9iUVaYbkBzsSYgRoZg1tVqtCIfDsFqtaLVaWF1dhdlsBgC43W7+W/E1Rc5lrVZDs9lkCSjK0Imd2FRapgx2o9FArVY71z066+WPjwHKiDqdTng8HqysrCAWi3H2iQ5W0amUJAmlUokPjUQiwQfuPGNaeRDAuQy2iNvUOaZDkrKClMHe2toau14UEFCjUrVaRalU4sayWQatP2WwRZrYtAw2NapIkoR+vw+NRoNkMolmswmn08k0DlEaDjgLtonOIGpZ0z4nnqrL5UIwGMTGxgZWV1dht9s5IUAZ63Q6jVwuh3K5jFqtdjcLd4OgLD7t60ajMfb/dI3Ink/eG+SkkIY2qVXQ2lPXP2WwrzpVdF5BdBhJkmA2m/kQp54kcXARJaZEJ+EmIN5DkzJ0lPiiDHalUuEM9jL1KIl0HTF7TZjMYlMGW3z8ojrXk5jmaM/C5xarDSJdhNSKyK6rVCoYjUZmPej1em6M/xDcOAf7fUtH5JiQQz4cDlGtVlEsFrlBi8b10t9Q80epVIIsy6jVakgmk5AkCQ6HA4PBgEu3VAIWIfJpSQd62TLXYplQrVbD4XBgbW0Nfr8f0WgUdrud14YeQ1xeukaJRII51zQRT8xaz+s6Tnv/xK9tNps8PEQ0omI5UZQwvEno9XoeHuPz+bC9vQ2v14u1tTU4HI5zyg6yLOPk5ISbz2j89FWnaN4VKFNGjnO73eYMEQXlbrebZfCsViuq1So70M1mEzqdDqVSiZvwgLPGXXpO4reSU0G8bPrZbrej3W7D4/Fgc3OTHWy328262/l8HsViEaenpzxUKZvNcpZ8HkH74ioVqMlMFtkU6mshR5HUd4giQnu02+2iVquhVCpBkqSZD/o+FDR1Lp/Pc4Vp0kHR6/XweDwIhUJMX6RE1U01NlK22m63w2w2s52ngLxeryOTyeD4+Hju9/N1Mek8T2t4pMdQPxn1vmg0Gg6sxXthkTHJT59sEp3s+bqt9RDtmGjnxetlMplY+Ymka29q3P1HaXK8KsTNR01A1NhCclcejweSJGF1dRWRSOSco1yr1bC/v49sNot8Po/nz5+jUCggHA7jiy++QCgUQiAQgM/ng81mG/tbvV4Pl8uFwWCAQqHA5TmxWWGRIXLSifcejUbxs5/9DPfu3WMOtt1uH9ucVDLudDo4OTnB73//e+zu7qJcLqNcLi9MeXfaHiCVBJ1Oh0AgMDahDxjPeoiDe65TUn1XkGez2bC1tQWPx4PV1VX89Kc/ZfoCceUB8EGZzWbxu9/9jkfUZzKZmR96Ir430k+uVCqsl6/T6eB0OrGxsQGXywWTyYSDgwPIsozhcMgTX5vNJmq1Gjt5FJjQ2tCAGtJ7NxqNWF1d5ZI93SNOpxPxeJwNssvlgtFoRLFYxIsXL1AqlZBIJPBv//ZvLP0579nr62odT3NCyJEzmUzsMEajUc7M0uCgRCKB3d1dpogsMhqNBg4ODlCr1dDv9/Hs2bNzTbs2mw2bm5vQ6/U4OjpCNpvlgWgXnU3XSQ4RtcxmsyESicDj8cDhcAB4S3XLZrP405/+hOfPn/Nsi2UBOc5iBYEgNjISzYZsL6kQlUqlqZX7RcJF9JDJJBPZENHZvUql96aSnaJzTRUaul5ra2twuVyslEMMCJJ4/dDz8U4cbNEQiyVF0XAQZ69UKnFj0WQnPvHZyuUycrkcUqkUOxGdTgexWAwmkwkWi2VqaWtaBpucoXl3DicxeVCKESZtPHJAVlZWsLm5CavVOjbmnjAajbiznKoGh4eHzOmdx7W7qiNBDV8U7U5GumLplQYe3fT7EbNb0WgU9+7dQywWG2s6E5sCyYHZ29ubq0ls9PmJuiHKg6nVau6zoO5vcpAp6BEVEOiaFIvFsSzdcDiE3W7n7263m6dAiioZTqcT6+vrnN0WD9xCoYBEIoFEIsG9HPSe5x3XvZen2RlqOCe+PE2BJFvb7XYhSRLK5fI7M9iLkA2kIH00GiEUCnEGWzwX9Xo93G43Op0OJEni5M+77MlV14cCH5fLxRlskrKlRsZ6vY5sNotEIsEDOyZfS8S8XZeL1ko8F8XhMiJEPwU4u17EY280GpxceddrzTumfa5J+i/t2/fpx7qpdRMrzNSwTteLGBLUpE3n5k1QXO/EwRZL79PoBJOZKxpUQze+eAEp1U+Z6Hv37sHtdrPyhc/nY83byXINlYmnOUuLdjNMfh4xotTr9Uy/ofI3ZZ1EQ0FrU6/XcXp6inK5jOPjY1SrVd6cs5oRfReuer2JIlKv17kJThybK2Y3pmX03gXRKFHgQ5kUCnaCwSC2t7cRDAYRCoVYu1bUj282m8jn82g0GjzsZ56caxGdTge5XI6HkpTLZVgsFp7QBZz1Z6ysrKDX60GSJKTTaZbem8z6jUZv1XLUajX/rcvlYgqI0+nkgIV47nRQtFotlEoltFotDi5JlrTVao1p4S4bJu8jo9HIjXyiIhQAHj5FihqyLPP6XfX55xHUmA+c7eV0Os39AT6fj6uJDocDvV4PpVKJeevE3552D0/am8ucR7ougUAAXq+XaWXisDAaENTpdC7M5i3C9ZjEaDTiAIS+REUyeozY00W2guRbr1u1nFeImXyVSsWVqskKINlMavYWHe6r4H2y2ZP0V7q/zGYzNzb6fD4Mh0OUy2WUSiXkcjkWzbiJfqo7o4hcVJ4m3qhareYJYpIkwWazsZMtNhNYLBbWoF1ZWcHGxgY6nQ6cTic3IdH0wUn6B0kHFotFzpwsYvb6ItD62+12PH78GCsrK1hbW0MsFmPpQspeExd2MBggk8ngN7/5DQ4ODpDL5XB0dIRyucyPWWRQKYm4/8T/FScGvkuv/TKITjUp59DIegoe/X4/Hj58CK/XC6PRyLxrUY5SlmW8ePECqVQKR0dH2N3dxfHx8VwpWtC61Wo1vHjxAolEAoVCAcFgkBUXbDYbPB4PAODP/uzPEIvFkE6n8fXXXwPAGNdahNFohNfrhclkQiQSweeff45QKASbzcaqLKLSkThcIp1O43e/+x1OT09RLBbx8uVLnlYqyzI36S2LHSGIXGyytU6nE48fP8ba2hrW1tb48KXqV7vdRi6XQzabRTqdXoohJqQiUi6XYTAY8O2336JWqyEUCuHTTz+FyWSC2WzG2toafD4fBoMBwuEwq3gQhUOE6MyIZ5y4D0Vnw+Vy4f79+9jc3EQoFILT6YROp0Oj0cDLly+RTqdxcHCATCbDtKt5b1q/DoxGI0KhELxeL1ZWVuBwOGA2m8coDmIShfpBWq0W6vU6y/URrptomQfQvhIpprSHg8EggLeOdDabxXfffceD/San415mK8V1FpOy9H+T7wd4S1MRZZ/9fj+ePHkCn8+HSCSCp0+fIhwOI51O449//CPS6TQno25KLedOOdjTSgsiT4caHqlRizLYFEWKhyw9l9/vx2g0YqfEZDJxd7T4uvQalMGmQ3iRDsXLSmDi76lZbmVlBaFQiIMSEaPR2zHUlMHe3d1FtVrlg/Jdr7sIoLHBRE8Sh5lMRuXX7UAWI25qnLHb7XA4HAgGg7h37x6CwSC8Xi+2trZYVYdeU3Tou90uq7rQkJB54QRPNsx1Oh3k83kOtCuVCmRZ5qExFosFHo8HkUgEBoMBo9EIdrudJTfJYRMNOWWoyEGPRCJYWVnhaZiUgSGQrSBbdHx8jN3dXZRKJRwdHaFSqfD7Fe3YMoMcD6/Xi0gkwsGimMEmeUXSWxYlXhd1/Ug1BQBKpRKy2SxnSImGQRls4vvbbDZYLBYMBoMLB1iJagnkAALjDWhkIyjAJCeSsq69Xg+FQgHJZBK5XI51yRf1WlwEsg9OpxM2m40ppGTj6TrQ/U60A6Kbfqj6xDyBHFmiyZDyGO1DUmPa3d3lxubJBsjL7ncxeJzm8F5EfxWrwPTegsEgIpEI9+Z5vV6USiVUKhUkk0nW+Bd9wQ+xRXfqYE9CXGi6OHQ4tlotNsQkBk6a1pRtEg814vwZDIax0g6J/IsOSCKRWMgu6Ys2BZXIidfncDjg8/mYHkKlePHxnU6Hy+K5XA6VSgXVapVlta7yuosACvxGoxE3slUqlbGb2Wq1IhqNcnabHAcAY0ZFzAiRsRYb8YgPTxJ84XAYHo+HB8iIfQzA29HG1LSbyWQ4Ip+nrOCkYaM1V6lUqFarODk5gUqlgsfjYcWQdrsNvV4Ph8MBv9+Pe/fuwWKxjDXk6vV6HspDxpYmMZIqiHg4kvY22QxyOI6Pj5FOp1n1Ypn2/0UQkxZEv6HeGY/HA6/XC4fDAa1Wy/akXC7zYJ5Wq3VjZdl5AmmAU6aNKBnkIJNsaiAQQK1WQ7FYRKVSmdpAN5kVpJ8JOp2Og1LqNaD5EKQaUq1W2XaQ+s5l58g8Y1qCjyqANOSONNvFBB1VCuk5RqPRuT6CZbIJer0eTqeTZ5fQlzjlkhIiZrOZ+fxir8W79pg4vIfWXtTYF2dziEPBzGYzN6QHAgGEw2F4vV7odDpkMhlUq1UcHBwgnU4jn8+jVqtN7fV7X8yUgw2MGwe66bVaLSqVCnK5HBtqq9XKCxgMBscM86QDKXZoE29SkiTs7e3h3/7t37C/v8/TqkRptUW/KdxuN6smPHz4EI8fP4bZbB7LXlN2VJIkvHnzBoVCAbu7u9jf38fp6SmX4JcF5MSqVCqUSiWcnp7CZrNxV7LZbEYkEsFXX32F1dVVrsLQTUtcNdKgpooMOcw0DIVGnpM6CDX0ESeYMk6UuQbOtD3T6TTq9Tp2dnbw3XffYWdnB+12m/nI8wTRDsiyjGazCbVajV//+tf48ccfsba2hl6vh9XVVVb6oAZFn8/HvRU0fEqk04jKIdTHQX0alGVptVrIZDLMY6cyIo0Cr1QqzImdfM/LCDoEjUYjPB4P0xzu3buHBw8ecGKEDtz9/X0kk0kcHR1x8H4TZdm7xnX4opIk4dWrV0gmk2i32/j00095fDM5D16vF0+fPoXH42G+f6lUGnseWrfLBlyZTCaeQLq5uYlYLIbV1VXmwVNl8sWLF3j58iVz45cFRMvT6/UIh8N4+vQptre34Xa7uUpOTjjwVqVpMBhAlmUkk0mm1Sy6Eo4Ii8WC9fV1+Hw+xONxPHnyBLFYbGzKtkajwcuXLyHLMur1OprN5jvXSPTDROeanGcaIEga7larlZMo5NuIVOFJ9afvvvsOxWIRmUwGf/rTn5DNZnlg4eR7eF/cuYN9Wfpd7GgmhYp6vc5lYCpNUFaEMFmCEA0eHdblcplLYaenp5ytmixbiFikw3Nyghc1vIi8a5EfRZzjTCbDGWxJkt5ZRlm0Uu9o9FasnsY7l8tldnIpSxSJRGAymcYcbJHTK2abp8kHkV5wJBLhYHKaXJS4X4m+UKlU+Fpls1lW1Lgp3DafkDLYarWaM9jFYhGj0QgPHjzgUjploK1WK+x2Ow/XqVQqaLVaMJlMXKGxWCxwu90wmUxjvD7xu5jVy2azeP36NY6OjtBsNrmh8X1xlftiHnmbFPAZjUbew263Gx6Ph/cw0W3K5TJzkSeHmMzjZxdxVbvX7XZRLpdRr9cRCoW46kUldwqmfT4fgLN+BGrsncS7Xk+n03E1jDLYdrsdnU4HtVqNv9NUzW63O9d247ogzXayD36/H5FIhJ1usrdkg0W6iCglOo+N5NfB5HUkOpPP5xv7Eh3sfD7PNKder3dtCo24t+m8JFtPI87JeabR52TjaX4BJbLUajVqtRqy2SyOjo5QKBSQzWZRLBb5811lr17lMXfuYL/LKFBEXq/XcXJyArVazU1IpJc9qXZBxo0uLkkddTodFAoFvHr1CsViEScnJ1wSoFLGpKO+iKBu31AoBI/Hg2AwyJPVRH4fOZPU9Z7JZHB6eop8Ps8KAO/Coq4h8La8S3uR1hEAK9d0u10eGy2WsSjzTxlscUQycSKJzjDZKCk6gpSdJsrT69evUSwWcXR0xIb+pjOCt31NRfoBZYxHoxFKpRIODg7QarXgdDqZTiMGMuJADZr6SOO5SQKUHPF+v88ZDFIjSSaTbIzJUb8JtZxFvnfowHW5XFwxoCm5ZGdbrRYPW6Hx9rPugF0HV712FMiNRiPOgjocjrFAW6PRsEZ1IBBAKBTioJ2+T+P80/6nJq9wOIyNjQ2W96RhP91uF7lcjqeQiv1Od7EmdwXqF6BGZxqIRHQnlUrFKlJUhUmlUpBlGUdHR0zHq9VqCz0sSUyqAW9VcUhHutFosDQqUTaINtnr9XgugSRJY1ORxcE+4pkoVnPI36NAyG63c4+dzWZjSVCq+ppMJg4c6Szu9/tIJBKs/ET2533X4TLcuYN9GehAValUyOVy+Nd//Vc8f/4c8Xgc/X4fsVgMdrudSwDA2+iDJreR4/HixQuOVL7//ntkMhk0m03kcrlzHaOL3KBEzprb7cazZ88Qj8cRiUTg9XrHKDXAOF89nU7j+++/x4sXL1Cv1+emYe5jQpIkvHz5Evl8HvF4HH6/n5thSJd6MBiMOdKiLqjYAELUETGbLXJZCWJ2leSF3rx5MzboJJVKQZIkZDIZzkDNe9md6AdUSdFoNFzCpgPxs88+4+Cb5AuNRiPsdjtrklPAQQMhqMmOOsfr9TpzrSlT3Ww2x6gmVBpWMB0mkwnhcBjhcJgVGGhiIXHaiWbz8uVL1Ot1tNvtsczgPGOy4Wra7wlUnVWpVEilUvj666+RSqV4gBTRakhWTKPRIJ1Ow+PxcIBZLpfHGspE1QWRZhaPx/HLX/4S8XicFYq0Wi1kWcb333+P4+NjpFIp5PN5bsIUua+LeiYSbDYbtre3EYlEEI/HEY1G4fV62bEDwMpjrVYLx8fH+NWvfsWStXt7e6hUKuj1erx+y4B2u81UOr1ej3w+D6fTyRQNGmr005/+FPfv30etVkMikWCuOiU3iP5B32mKtPg84mPICZ/kYIvUnVarhWKxiFwuh1KphNevX6NcLqNareLo6AiSJLHjTRCZD3NPEXkX6AanYRnUgPfgwQPmClMGYLIzlWgfNAwlmUwinU5jZ2cH2WyWh3GIEdkiZVEmIXbXmkwmBAIBrK6ujnX3i2tAjhzJj2WzWSSTSR7gsezodDooFovo9XqwWq3sKFBp3Gq18hpOcq3FLLSYcSVcVEkRs7lkQEjm7OTkBLu7u8yN73a7c+msXGTYyImgzBrtQ71ej3q9zg7IYDCA1+sFcFZOJG5er9fjgLHX67E2uJiJqtVqODk5YU3marV6bq+/iye8aLSo60Kr1fJsgkkFBjr8ms0mS6SS0y32vywSaD9Mc1Sp0gqA9yFJ0ZImOE0KVKlU8Pl8CIVC6HQ60Gg0YzJ64mtQIoX6DjweD8LhMOLxOO7duzcW1FMG++TkhDWw6T2JqjiL7mhTBpvmZ9AAHpEWQr0Z9Xqd+5HevHmDer0+FpgsC4juSNloSZKYXy0Om6FAz+VyQZIkGI1GlkZuNBro9Xpjg73ESq4oVytysKf5a9RATZQn0pmv1WrI5XLY39/n5GqxWLyw7+OmbPjMO9gEclSAMx7a0dERut0unE4n6vU6nE7nmJwLZZxoSMXh4SFyuRzz/S7qVl9U4wGM61VSMxg1cBDFRhxjWq1WcXh4iHK5jKOjIy6zTE4vXFaQgwucTfM7ODhAr9eD3W5HvV7n8i7RPMg46HS6qZ3+kw22omIJVWQo4KHIO5fLYXd3l6szdDjO8/W56vuedE6SySQ6nQ5sNhtL+olGW8yW0DCaer0+lsGmZi8aIjRtHd/1/uZ13W8KYiAvci1Jno76acQBX+KgpkXDVT9Tr9fjcehWqxVHR0cAzioClMHTaDTw+/0AALPZjFarBbfbPSZpK+rhezwebG5uwu12IxgMQqvVsg0hesnR0RGfjaTjPu39L+K1ETG5Z8WAkAJzOhOr1SqOj49RLBY5sTKPyYwPBSU9KAtcLBaxt7eHXq8Hh8OBZrMJh8PB1BpSyiK+tFjVErPT1HhO9A86C2nfku0XJy+KE3yJEixJEk5PTyFJEgqFAiqVCvc5XGRzbnK/z7yDTREKjXxWq9U4OTlBs9nkqUkU3ZBh0Wg0nH1qt9tjByg1I5ARWQbONcFgMPDExrW1NcTjcWxubjJXCcCYE3J8fIx/+qd/wuHhIfL5PBKJBG/uZRo6cBGIg03Zpna7DafTCY/Hw0NhSA6OmjFICUQs44oHIvA2Sy060pVKhadmUomtVqtxxrVarfIBQE75oht8sbxODYkGg2FsAqMovSVOaRX3ufizSOkhSsmyOBg3Ca1Wy7xJsuHEe6dsEkmaifSGZUa9XsfBwQF0Oh0qlQq0Wi329/cRCATw5MkTpqA9efIE/X4flUoF8XicqzDZbBayLHMGUKvVwufz4cGDBzzgx2QyMT3qxx9/ZKna58+fI5PJ8FwIwjLs+UlbLPbJUBPq/v4+Z0O/+eYb5qqTIpmYAFwW0N6gc4f4/J1OBw6HA4FAAJ988gn7HNR4aLPZOCFKzzNZyRW/KMjpdDpoNpusOER7nhIiJPdJFXd6LzSng3w/6i+4qD/pJgP9mXewgfGmReCtVBpxVJPJJOvXklEnjWIaBjLZpb6ouKy0QTJEDoeDm5Cou5aUWCapNUdHR3j16hWXz5fNiFwEuvHpMCJHjEpb1Knscrk4Ah8MBjCZTGzAxRLapIg+XYdWq8XBIjVllEol7O3tsfoAZa6XCZM2gRzsq/ydyLGjdZ9WIhSxDI7GdfCuEqq4vyd12iVJQqPRmDq1cVHW+X2ohr1eD9VqFcCZrT49PeWK4fr6Ok9b9Pv90Gq1cDqd0Gg0kCQJ1WoVOp0OtVqNdd5pgNj6+jq8Xu9Y/4Ysy0gkEkgkEsjn85zdI8djmSDuUbGhnAK/VquFfD7PNJqdnR0kEomxBnbxuRZlD18VJCQhOsMGgwGVSgVOpxO9Xg8ejwcul4sVWURZ1Ek7Qc8pJjzoixxsWZaZR12tVlmEgSoNsiyzFC4xFm4C172+c+FgT0vhi/xVWkCRV0ZO4rINL5j2OWnjknJIIBBAMBgck3uivyNOryzLSKfTPDWPJOUUnGFyncnIAEC1WkUmk0G9Xke5XEaz2WQlCzGDPTmG+6IMNjXWkDER5aCIp7ls+JD7eRqfdNJwLou9eF9ctj40iZQmqE32xdDXRZmiRVj7yUbH634mGuxFwZ/T6UShUBhr+KJMHSmw0IAqymATPYqCz1arhVKphHa7jXQ6jUQiwcM26AxdtiqCuDc7nQ7S6TSGwyFqtRoGgwFcLhcqlQonNHK5HFNrpmVAF2HvXhd0H4t0EVLFSSQSaLVazO0nx5oqLGIgLkJsSBcDGWIjUHM6nbOU0W61WqwGRUIAN/1Zr4OZd7CnfSCxHENlnMmygniBlqFcfhHECNHtduPTTz/F1tYWD+whUDNppVLBjz/+iFQqhaOjI55yJE7VVHAeJD+k0WhQq9VQKpWYrkS8MvELwJiDPdmgC2BMEko0MiRVRxG+cl2ujmlSZpM/L+MheZOgAWA2m40rNgB431Ij1GSDOaCsPaFer2N3dxd6vR4WiwVv3rzh6mM0GuXBGaTlrtVqEY1Gx2wODUwidZxMJoPvvvuOJSeJciY2mgHLcQ2mVRjK5TK++eYbloGjgKXdbjPPmpIdZJeX1a+YBK0DBXNqtZorrzqdjmmopFRG6h/A26qB6KdRdZKcdvLlRK71JAebqB+TlDP6Pk0d5GPv9Zl3sKdBzHyQI30Rrps9+BglnrtWJhGVQ4LBIMsaTmawqUM6l8vx+Hgqv7xrTWahNHaX6yxKZI1Go3fKGE421Ijd+gSx4fSi57ioYvExr8Vd7+ebgJjFBmbTwZvXdSaqHmVTxcpMr9djFRex8jJ5PW4Ts7jOxP0FznTFS6USN4e1Wi2m99EwGhoiQwENOTCkN07Z64ODA5ycnIzJUU7DIp6Dk5h8P+12G9ls9hxdhBxpcgCv6lTf1Zl4l+ssrg9VWOg9iYkksWIrnn2iUyw2IX5oIDNJCwTe2pz3vUZXWee5dLCvg1k4MO/yPVC0SB261GRAsnykG0nRX7VaZUWKSqXC5Z55wCy8z+u+BzGSvq5hvOi1PvY6zMI63wRmnRIyi+/pqhDLxuIev6yieFefd9bvF7HXgBzlTqfDikE0bIO+ixPrxIavTCaDQqFwJWrZx1iTWdvP76InidlUUU3oqk7Zou7n94FoC8SGc2DcwZ60GTf5+tMy1x9KNXwXFt7BXnbQFCWj0Qiv18v8ayrbkA4qdeaenp7i1atXePnyJZfGFFwN17lZL3IyRJrTNDqDaIgUfDhuq1S4DJjMDonDlMSvZeqJ+RDQWlJ/B40ur9frnLUmesikEpEoNUfl9Xa7zY3/y04tu2j/XRb4iUkQklRV9vHVMRmwEMTE0mTvwjS87zl4F7Z+Zh3s2yhzL+LNMfm5KINtNBpZtN1qtbJBBt7KnVFnbqFQQKFQYH77Zc+v4P1xUYlqUr5I/P1FVIa7oot8bHzMz3VZiXDe1+0uMLk/JysEotN93Wyg+BrzfF3e5/MC4Gzz5JTAafzVm34Py4LJPXlRhntSaUTB9TBtbSf35FUSTfRclz3PXWNmHey7KtvN0sV5H0zbcKIR7na7aLfb3ABDPL18Po9yuYxisTjWUX7V9Zj3dbsLTGu6AN69N99V2rzK7+cFs16+V/AWtJaULaVx86RNKwbxNBTlfSlV84qb/LyiE6Lg5jDL9I9FxG2cg3eFmXWwFdwcSAZuOByiXq+jUqmwVI5Op0OxWMSrV6+QSCSQTCZRLpeZez2tZDNrUeI846Ly2LQoXylJKphl0P6kEcVWqxVarRbVahVmsxmlUgmJRAKnp6fIZrNot9t3/ZZnGhfd66JjLTbiKXb5w/Gu9aM1Vtb6ZrGo56DiYC84JjljlMEeDofQ6XRQqVSsU5lOpzmDLXZOTz7fvGzuWcdkCWyyu1mBgnkETcakYTKUwSa5uFqtxg16Cq4P0cH+WFlsxc6fh2KTPw4W+RxUHOwFB2kpA0ChUMCbN2/QarVYX1Wn0yGZTCKVSvEY48sE2hWje3O4qKNZOdzeDYU6MrugpmlSC7Db7SgUCkilUjyNtFqtKg72e0Lcm5S5vo6MmUKBeD8o9vnjYJHPQdU7OF7z/elmDKPRaGo49jHXmZoc1Wo1bDYbIpEIrFbr2ACUer2OfD7PGScS0p9X3MU6LyOUdb4dzNs60wAUkgX1+Xwwm82o1+tIp9Oo1+s8pXSWlCzmbZ2Bi0vrs4x5XOd5hLLOt4OL1hlQHOxbxV1veNLCJo1UGkZAaiE0MYmaHOcVd73OywJlnW8H87bO4qATrVbLvR4kMUdDZt6nyfFjYt7WeV6hrPPtQFnn28FlDrb6Nt+IAgUKFChQoECBAgWLjksz2AoUKFCgQIECBQoUKLgelAy2AgUKFChQoECBAgU3CMXBVqBAgQIFChQoUKDgBqE42AoUKFCgQIECBQoU3CAUB1uBAgUKFChQoECBghuE4mArUKBAgQIFChQoUHCDuHSSo6KXeLNQdClvB8o63w6Udb4dKOt8O1DW+XagrPPtQFnn24Gig61AgQIFChQoUKBAwS1BcbAVKFCgQIECBQoUKLhBKA62AgUKFChQoECBAgU3CMXBVqBAgQIFChQoUKDgBqE42AoUKFCgQIECBQoU3CAUB1uBAgUKFChQoECBghuE4mArUKBAgQIFChQoUHCDuFQHW4ECBQoUKFAwG9BoNNDr9dBoNDAajXA6nTAajdDr9TCZTNDpdBiNRhiNzqSOJUlCNptFvV7HYDBAt9vFYDC4409xtzAYDLDb7TAajTCZTHC73TAajajX60in06jX6+j3++h0Oku/Vgo+DIqDrUCBAgUKFMwB9Ho9PB4PjEYjwuEwPvvsMwSDQdjtdqysrMBut2M4HGIwGGA4HGJ3dxf/+3//b+zt7aHdbqNUKqHVat31x7hT2O12PH78GD6fD5FIBF9++SXC4TB2d3fx93//99jf30ej0UA+n0ez2bzrt6tgjqE42AoUKFCgQMEcgDLXVqsVHo8HGxsbiMVi8Hq9uHfvHlwuF4bDIfr9Pvr9PsxmM7799lvkcjn++2WH0Whk5/revXv48ssvEY/HYbVaea1Go5GyVgo+GIqDrUDBNaFWq6FSqaBSqaDVaqFWq2EwGGCz2aDX68ce2+12Ua/XuTTb6XQwHA7v6J0rUKBgnmEymRCJROD1ehGNRhEIBOD1emG1WqHVnh3no9EI/X4fw+EQOp0OPp8P0WgUxWIRlUoF9Xr9jj/F3cJgMMDv9yMajcLn852z2QoU3BQUB1uBgmtArVZDq9VCo9FAp9PBYrFAr9fD6/Xi/v378Hg8Y48vl8vY3d1FuVxGq9VCqVRCu92+o3evQIGCeYbL5cJnn32Gra0t+P1+PHz4EF6vF1qtFkajEQCYItLr9WA2m/Hw4UO43W4cHh4ilUqhVCrd8ae4W9jtdjx69AjPnj2D3W6Hw+G467ekYEGhONgKFFwDKpUKGo2GHWyTyQS9Xg+n04loNIpwODz2+Ewmg2KxiG63q5QdFShQ8EEg7vX6+jrcbjd8Ph+cTif/PzU4DgYDDAYDzmBrNBrUajUYDIa7e/MzAkqIRCIRbhBVoOBjQHGwFSi4AogWYjKZ4PV6YTQa4XA4EA6HYbfb4fV6EY/Hz2WwjUYj+v0+IpEIarUaEokEarXaWMPRaDTCcDjkzn8Fswez2Qy/3w+z2Yxut4tWq4V+v88UoF6vd9dvUcGCgrLTWq0WTqcTdrsdNpsNJpOJA/ZOp4NarYZOp4Nms4lisYhms4l6vY5sNotms4lSqYROp3PHn+ZuINL5jEYjf/X7fWQyGQwGA5yenqJYLEKSJDQaDUVBZAah1WphMpmg1Wqh0+lgNpuh1+uh1+thsVig0+kAnPUaqFSqaz+/LMtjSjIfqrqjONgKFLwDIi3E6/Xi6dOn8Pv9CIfD+PzzzxEKhaDX6y/kYH/55ZfodDooFot48+YNSqUSkskkvv76a6RSKeZmKwZ9duH3+/Hzn/8ca2trHChJkoRyuYyDgwNUq9W7fosKFhRGo5GVQtbW1hAOhxEKhcayr7VaDS9evEAul0OpVMLr169RKpU4oz0cDlEoFJaWf63VapnO53A4YLfbYbfbkclk8O233yKdTuPw8BBv3rxBIpFgm6xgtmAymRAOh2Gz2eB0OhGLxeBwOPhnp9MJrVYLvV7PPQnvgihr+ebNG/z93/899vb2OFD9ENUdxcFWoOAdEGkhRqORG2RisRiePn2K1dXVS/+estO5XA4ajQaFQgEajQYvX77kiPt9om0Ftwez2Yy1tTU8ePAApVIJw+EQRqMRo9FIKTEr+KjQarXMFaYMttVqhU6nG8tg53I5pFIpZDIZvHr1CtlsljN+Op0O1Wp1aZ1GtVoNvV4Pg8Ew9jUYDNi5TiaTKJVKkGX5rt+uggug1Wphs9ngcrng9XqxtrYGn88Hv9+PR48ewev1QqfTccVHxLQzlhxrcrItFgu++eYbZLPZG6F0zrSDLZbGqKGMohMqDVDpR6VSod/vo9frsaB+o9FAr9dDu93m8pkCBdcFdZ2bzWasrq5ibW0Nq6urCAQC3Fh0GejGNhqNcLvdUKvV6Ha7+OSTT+DxeCDLMpLJJGRZRr/fZ/qBgtmBTqdjw07NY81mEzqdDmq1MhD3KlCr1dBoNKy6Y7fbYTAY2L5rtVpuBG61WmzHl1F1R6VSMS3N4XAgHo8jFAphfX0ddrudB8rIsozhcIhcLodEIoHj42OUy2VUq1U0m01oNBr0+32o1Wpe02WETqeD0+mE1WqF0+nkoJgkDbvdLnq9nkLTu0OIogHU30T+HgWJNpsN0WiUA07KYNvtdqjVar6WtVqNry1Vh6nxdzgcjtkfvV4Pq9XKr+tyueDz+aBWq1EoFD7oM820g02lMbop1tbWzpUDiIcjGudms4lqtYrDw0NIkoRcLocff/wR+Xz+rj+SgjmE0+nE06dPEQ6Hsbq6ip/97GeIRqPMw34XSNLParViY2MDvV4PsVgM8Xgcsizj+PgYv/71r3FycgJZlpFKpZa2lDtroOCISpPr6+swGo0oFAoYDAao1+tXLkUuOzQaDR9kPp8PDx8+hMfjgcVigdfrhdlsRiKRwL/9278hmUyi3W6jWq0upeoOBSFarRbRaBS/+MUv8PjxY9hsNkQiEZhMJrYVsixjZ2cHv/3tb7G3t4dOpwNJktDtdscc9WWmPVgsFsRiMQQCAcRiMZjNZgBAv99HvV5n3rWS2Lg7WCwWxONxOBwOOBwOrK6uMpVnZWUFNpuNz1yDwcAOuU6n48FKzWYTkiTh9PQUsiyj2WyiUCig2Wyi1WqhUqmg3W7D7/fzsCGv14utrS0YDAZYrVbEYjEMh0MkEgmk02lUKpX3/kwzfTJotVp2rn0+H9bW1uD1etk4e73eMf1hcdRpoVDgCIQiFgUK3gd6vR6BQADRaBTRaBSrq6uIRqPv9TyUOXE4HHC5XOh2u7BYLNjb2+PSJNFGFMwGqEpGtqjRaMBsNrOCjJLBvhqoTG80GmG32xGJRBCJRGC32xEKhWC322EymbC3t8ec9mVdW9pzlLVbX1/HgwcPmPKh0WgwHA4hyzJKpdJYBns4HC5l1v8ykNKT1+vlxBwADAYDznJSdlPB3YD48X6/H263GxsbG3C73WNDlIj+MdnE2Gq1UC6X0el00Gg0UCgUuGGVqsONRgPZbBatVgvRaBQ2mw2DwQAqlQrdbhfA2dlLogWSJH1w8mQmHGziuKrValgsFvj9flgslrESgMPh4Ay23W6HXq9nvc92u83lRKKVkAG32WwAgIODA3Q6nTHqyDxCq9Vyxt5qtfJaAVfj8ZIBISWEyXWgsspwOORMSKfTgUaj4YwKyUDRQANa/0XFaDRCp9NBu92+sGTd6XQgyzKXo4iqBIxnQZ1OJ3N36eZ1Op3Y2NiAXq/nklSxWByjNomNGApuB+Ket1gsXE4kNQIF06FWq5k6Q6VYKsNSRdLn8yEejzP1ijLYwWAQ29vbsFgsKBaLGI1GKJVKY/QS0UYtKo1E3HOUQKJGa7In7XYbuVwO6XQa+Xwe7XZ74dbhpkAUEb/fP+ZgD4dDNBoN1Go11Ov1hT7HZgVElTSZTLy/DQYDXC4X4vE4nE4nHA4HVlZWYLfbYbFYoFKp0Ov10Ov1eHw9Ked0u11uSGw0GpAkCScnJ6jVamg0GqyoQ6o6nU4H9XodsixDkiRYLBbUajUYjUYUi0Ukk0kcHh4ik8l8cPVsJhxsjUbDHJv19XX84he/QCwWg81m4zIBGRwxu0eOj1j2oiyhzWZDMBjEcDhEJBJBtVqFzWZDpVLB4eHh3Hb9m81m3ni0Vuvr62OlwItAB9NoNEKtVsPp6SlqtdrYYygA6Xa7yOfzePXqFYrFIsxmM3w+H8xmMzvV/X4fzWYTuVwOjUbjY3/0O0O/34csy6hWqyzfMwlJkrCzs8OOMZW2xesSCoXw6aefIhgMsvNhMpm4ZNloNJBKpRCNRpFOp5HNZvHixQvk8/mxa6fgdqDX6+HxeHjv22w2mM1mGAwGxcG+BJQFMhgM8Hq9ePToETwez9gwJrPZDI/Hw9lYciCdTifcbjdkWcbu7i5UKhX29/fH+m7E6ajtdhvlcnnhaCTU9+FwOBAIBFiWj+wJcKYc8uOPP2JnZweFQoF5pwrOw2w2IxaL8V6kpFS73UY+n0cymUSj0VhaCs1twu1244svvkAoFBqjionBuDhjQuypo/u90+kgn8/j5cuXKBQKaDQayOVyLJlKjjQlCkUO9mAwgF6vRyaTAXBWxfB4PGi329jZ2cG//uu/YmdnB61W64P9xJlwsCnjodfr4XK5sLW1hYcPH8JmszH3RnQcxcwqOR4kqk/ZXbGTtNVqIRQKsQGa5xI8dZS7XC5Eo1F8/vnnePjwIdRq9ZUd7MFggFKpBIfDcW6qF2VN2+02dDody5GZzWauJFAUSdnvRR+eMhwOuVl2WhmRAr1isYh0Oo1Go4F8Po9ms8kHolqtxmAwwNbWFvr9PrRaLQwGAzQaDRwOB6xWK4bDIWw2G4rFIu/Rg4MDXl+VSqU42LcICvytVis71lqtlpuqFUwHBY9ms5ntVDgcRjAYxLNnz+D3+1mRZ9J2GI1GmM1mtNttjEYjeL1eZLNZGAwG5l6SM01l3UW0P0QFIcUQshUiyMlIJBJLy1W/KkSKiMPhGKOIEG930SuxswKTyYRQKIR4PI6VlRV88cUXCIfDLIdLPUsEcQIyOb31eh3JZBKvXr1CKpWCJEnIZrNoNBpMkbrsrKRstizLMJvNPISJMtjHx8csb/khuDMHW3Q8HA4H1tfXuVTu9/s5W0QRCAnlt1otXnCKTKhEKIqNOxwO7jYdDAaw2Wzw+Xxot9vMgxW7VkVRcXKoZjEbIPIY9Xo9l00nN+U00GOo9O1yuc4Z7W63C5vNhm63C5PJhG63i2g0CovFAp/PB4vFMkYLqdVqzFeizBKVb+m6iOs5y2t7Eai8OGmcKVLu9XrIZDI4OjrC6enphRlslUqFnZ0dyLLMjRt2u51fR61Ww2QyIRgMsixgoVCA2WzmgRGNRkNxsv9/iFQEk8kEt9sNo9E4pkTxMTL/REtrNBpLrcwggiabqtVqbhryeDzw+/2IxWLw+/1wuVycsb4oSKFrCoCTLZR8sdls0Ol0Y9e3UChwg9oigeTISPmC1qvX6zHFsVQqoVqtolqtKvtwCsThMiaTCTabDQ6HAyaTif0Kov5dlDxRcPPQ6XTweDwIBoNwu90cPIr+w0WDk0Q/MJ/P8/1PylvkWL/L3lNV2mAwYDQawWAwIJvN4uDgAPV6/cYomXfmYNNEJa1Wi7W1Nfzt3/4tNjY2xsqI5IzRYIff//73OD09ZbK6LMtjQzpEPk88Hsff/M3fIB6Po9PpIBKJsPP98uVLVnVYX1+Hw+FAq9Xi8r6YIZ81EFWGDC8dalfJqJHBGY1GsNvtrGghQnRI2u02/uzP/gydTmesuUbkYNdqNSSTSUiShGq1iuPjY3YuqWOXHNFutzt248wLzGYzotEoHjx4gEAgwB3ojUaDP++bN2/wz//8z9jb2xsrRdF1oVJ3LpeDx+NBPB7HL3/5S6yvr3OJXKPRwOPx4NNPP0Wn00Emk4Hb7UYul8PJyQl+/etfj01+XHaIVIRIJIIvv/wS4XAYp6enPMTnY0xa7Ha7KJfLyOVyqFQqc9vPcROg/U0ZQoPBgO3tbfzd3/0d7t27xz01VAEgmyVSHURoNBpOrGxsbOA//+f/DFmWxyqSsiwjk8lAlmW8fv2ah6sAWJjg02g0IhQKYXV1FcFgkOVAm80mU/v29vZwfHw8NqxKwVuIw2XcbjdCoRCi0Sj7FXQWSZIESZL47FPwcWG1WrG5uYlnz55xr51Wq0W9XmfudC6Xw4sXL1AoFCDLMg9JEump7XYbsixzYpQSelexAa1Wi22ISqXCDz/8AOBskmMul7ux8/VOHWyicpDOJ8kQUaaUIsxOp4NKpYL9/X3s7e2NdYaK2VSxjNjtdvHZZ5/B7/dzBlun0yGXy7GBF7tWKQNLRp+aSWbNYIuC+eSUXadcTZlUEtq/DOTIDYfDcxQUivAkSeIMttig12g0oNVq0Ww2udxLTX3zxl8l58Hj8ZzLYFerVRQKBWSzWRwfH+Pg4ODC52k0GlCr1bDb7VCpVJAkacw5U6lUPMIXODtkKds9GAxgsVi4yWsW9+ZtQ6QiUNd5PB6HXq/nSXb0uJuEmMFWysoYq4pZLBa43W5sbW3hyZMnY071VZ9LbP6lng/Sw9VoNJAkCTabDZIkQZZlGI3GhbsfyDl0OBw8/wE4szmSJKFUKqFcLvMaKDgP8awkqpfNZhvzK8QvBbcDg8EAt9uNQCDA14fmmNRqNRQKBaRSKbx69QqJRAL1ep37vKix+UPvdZJnpMCU/D9Slbkp3JmDbTAY4PP5YLVaEQqF4HK5OPtM9AJx5GsikUAqlUK5XEaz2USn02E+MS02/d1oNEKlUmFnhxQeut0uO9gU0W5tbSEcDo+VHfP5PH788UdWb5ilbGG320WxWARwxmXa39/HYDAYK5dfVhYnB5v46pcdfKK6CznyojNPz0MNI8PhEKurq3A6nWi32wgEAqy8QRuYqhHE865UKjNv3Ij37vF4eMgDcMZXz2QySKVSyGaz7+RA0k09HA6RzWaxu7uLwWDA9wAdpMRNJdF7lUoFWZaxubkJlUrFjaXNZnOhnIrrgpwQKqWTpFOpVILT6eTejfd1QKiyQN3u5KiPRqMxTv4yXQOyCRSkU0JDnFOwsbEBl8vFnHXRZlCGiWzJZckBynJTmZ8eS/ztfr8/dWLbvEJcW1IcIptDn1Hs9SgWizNvO+8S5GNQ0o4SSpQYqdfrNzbdUlQcErnEIsS+G5HqIw5DWQbQOVir1di26nQ69g9KpRLTn2RZPkf/uAkQRQgAX4ObcNwncWeWyeFw4MmTJ1hZWcH6+jpisRirfhAfend3F//9v/93vHz5ckwwXNyQogPc7/c5S3h8fIx/+qd/wjfffMMZJ7pAFosFW1tb2N7ext/+7d9ia2uLSwyDwQDfffcdqtUqKpXKlTk9twVZlrG3t4fT01PkcjkMBgNEIpExOSe6eakJiCA6yk6nkxVaLsKkqDtlsYHx6YQ+n485Vaurq8xlowCFrle/30c2m8W3336LbDbLP+dyuY+3YDcAUm65d+8el6oBoFqt4scff8SLFy9QKpXOKbJMgmS1NBoNZ/V9Pt8YvcFisSAQCMBisYwNpvF4PFCpVEin0zg5OcFvfvMbJBKJmQsAbxN0gNLI3M3NTW4ijUajaDQaKJfLqNVqLO10HWi1WjgcDrjd7jEnh+wMaasuU1lZbE70+Xw8njgcDrMygNVq5T1MTiPwNgEyGAzGONvAdIlRShqQQ06Ppaqn0WjkqXxiZW1eQWtLaiqrq6u4d+8e64MDYFrMmzdvmCapYDrsdjsePXqESCTC6wi8pfblcjkcHx+j1Wp98GuR6gvRUKdVbcxmM9OlyuXymJQcNcUvA0i5JZFIwOl0wmKxcO9MMpnEwcEBMpkMEokEstnsmN0AbuYeJw62mBWnc/QmbcidZrADgQBWVlYQCoV4obvdLnN1y+UyXr16hW+++eZKpQHKLAFnzs/R0RGy2SxLtIxGozEt1mAwiI2NDdy/f3/seZrNJo/eJOM+K4abMvv03rxeLxqNBjd5mUymC0fD04GlUqlYcu+yz0UZIspiT3usRqPhDDYAeDyec48RdWsTiQSXdUej0ZVGjd81KIPtdrsBvKXHkMNMfQHvyoQMBoOxZqz9/X3k83m0Wi3EYjF2SMiQUHMlvebGxgarjdBjlxm092hsrsvlgtvthsvlgsPhgM1mQ7vdfm+VCTGDTfQE4K2d6Xa7SyedSA6zqGsdiUQQi8Xw9OlTrK6uXvi31LtBAcm0qtgkptF7qH+HsoaU3Z7360D0GJIkpKnF1OQoqhVlMhmUy+VzSRQFb0EB+MrKCrxeL4sbdLtdpvZVq9Ub6aEQq2liYkqEOJHQZrNxNXM0Gi2kEs5FoAm4tVqNZfiAM39DkiSUy2VUKhVIkvTRJhqT0/6xcasOtqjaQYY5Go3C6/VCq9Wi3++jUqngzZs3KJfL2NnZYWm96xpPsQQgUh1oFCZNhqSGNVF6jsTLySmfJcNN74c+X7FYxGAwgNFohCRJzD+/LIOtVqshyzJ6vd6lGWxROcRoNMLlcp1ziEm5hRwQ0REhiNknyniPRiMODKhxclYzsXTjVyqVMQoHvWeKfq+zT8jIjEYjFItFnJ6eYjgcIhAIwO12w2w2jymQkISlSqVCpVKBz+dDqVQa0wReNtCUO5fLNZYxIuNJg6Xed1/p9XrOzrrdbmg0Gq7GkLRXs9lcmtIu8Lb5jgZ5ra+vIxwOIxAInLMNo9EIzWYT5XKZh1pRBVLM5on31EUQ+0EkSWL50MPDQ3ZU5h3UjGe1WuHxeGCz2ViiD3g7dbDf73MT9SydTbMGojDSbAw6gyjRQffv+1agRFqI3+/H5uYmU1Hsdvu5+0GcJUH0NUmSkMvleKz9otJFRAorTcR1u92wWCwYDodot9uo1+sol8us6b4IzeO36mCLs+bv37+PL7/8Etvb27xRW60WDg4O8D/+x//Ay5cvUa1WkUwm36s0IJYAxIgyEong5z//Oba3t3kkJjDenX1ycgJJkvjGmzUjRk1ukiRhd3eXjQfxv4iWMXnoiNkiUTP8IoiTIu12O48XFeF2uxGPx+FyucaGR0y+LsnOud1uPH78GM1mEzqdDr///e+RSCRmeiIbdRwfHh4yX9pqtfI6d7vda3NxqUym1Wq5TOV2u7G9vY1AIMAVFOLs0b3T6/Wg0Wiws7PDzvbx8fFSOtjk7K2vryMUCo05IjfhAFutVmxvb2N7exs+nw96vZ4PAmpspQNxWeByufCTn/yEta1/8pOfIBQKsY0lUMBZLBbxhz/8AalUakydKRQK4bPPPkMwGBwL5C8CHcL9fh8nJyf4x3/8RxwdHSGdTt9o1/9dgtQVAoEAtra2OPNKoKCx1Wpx8/gifO6PBVFxS2wU7XQ6KBQKSCaTyOfz7207RVrI5uYm/vZv/xbxeJwnSU9msMVGXeIh9/t97OzsYDQa4fXr1wtLFxEVnwKBAGKxGDY2NgCAE6u5XA4HBwfY2dlBu91eiDW4VQebVDsCgQCCwSDC4TAikQgrgVDzAdFCyHl5HwdXLAFQ5Eraomtra9je3ubMCQDOXBOXlhymWXOuCdOmWN40iA9MKg3tdpspC4RmswmXyzXW+T8NImfb6/ViMBjg9PQUJpOJ/3ZWKQ9kDCuVCv8bGM+qvU8GWzQgFNxR6bDX6zH/FBini/h8Pvj9fpRKpTF1lmWDVqvlbMhkBpsoHB8StBmNRng8HoTDYdhsNj4YqUJEmdNlcnJoSAQFNWtrawgGg2OPEatszWaTeZWidGer1cLq6uqYMs5lIJoZ2enDw0O8ePHio5aRbxuUwQ4EAvB6vTwLQpSiFbPYy0ZPui6ooir2EAFvq9ViA937QKSF+Hw+xONxPHjw4EIH+yIMh0P4/X6kUqmFpYuIik9ms5kz2GIFttFooFKpoFQq8f6ed9zqyUwap1arlR0rlUrF2QmKzqmr86YOLlH38rIDd7Lcv+zGazAY8LAOtVqNTCZz7jAjTrHL5YLFYkEymYTFYmFlAZIDtFqt3IxEDqHZbEYgEEA0GkW9Xp/ZyJ2aZJvNJoxG4zv3JQ3FoNIkUWgo+zmZMaF7goK9Wq2GfD7PFYFJB1ocsz5twtuig2gzVIolxQrSNC0Wi6hWqzyA4EPKrSJNhyCqFi0DKMNstVoRj8cRjUYRCoXg8XiY1yo2iTcajbHxxa1Wi4MhqvxEIhEe3GQ2m98ppUi2iLRvSbu40WgsTDmdmhzNZvMYZYaSReQY1uv1G9nbCj4MlMH2er08zt5oNI458+JQPLHZX9SH12q1CIVCPEysWCwuXPOqwWCA1+uF0+mE3+/n/T0YDJhpQNWtm1YMuUvcegabInS3280OlyibQ3w9ckJu4hAjo9/tdi/kXL1rHPYyotvtolKpQK1Wcwln0tkzGAz493//dxgMhjGediAQwNOnT+H3++HxeLC1tQW3281cLK1WC6/Xi6dPn8JsNiOdTuObb76ZSQdb1LvWarXv5IbZbDbcu3cPXq8XLpeLKTTFYhFv3rxhmUWCKN+kUql4GqTP54PJZOI+AQJxj91uN5rN5lJlsEUun81mQyQSQTweR7fbRSaTwenpKd68ecMDOD6UwnGR/vsyZK7pMwcCAfzFX/wFYrEYQqEQPv30UwSDQQ4eqeGXJgqenp7id7/7HRKJBA+oIgpJPB6H3W4fk/WjpsXLQM3d1WoV6XQayWSSqWWLQtEh1Rqfz8fDN4Az+0PZ1lKpxApMi/TZ5xEOhwOPHj3CxsYGwuEw9yYQXRMASqUS/vjHPyKVSrESWqPRwPr6On7+859jbW0NBoMBn3/+OdbX1/Hq1Sucnp4in8/f8ae7WdhsNty/fx/RaBTxeBxOp5PP0lQqhWKxyAIIxFpYBPt66xlso9HIGU4xQhdHD9+0g0vOM3X/T4uMxENTaR45A10XwjQZOpH7rdfruTS2uroKh8PB11HM2lJ0T41OFNRctaR22xAz2FcZLELNccFgEIFAAA8ePOASYL1ef2e2rlqtAgBrg06CHBKajrdMGWxRG5mkKZ1OJ6rVKvL5PNO8aADHh1aiJvWaRQd7GaBSqWA2mxGLxfDw4UN4vV6srKyMqQXRerRaLeanv3nzBru7u3C5XKyLTQER0c6m9WtcBKJUkTziIg5YuSiDPRqN0O120Wq1mH+9KLSYeQaplEQiEfj9/rGGVEKn00EqlcLh4SEPyCMK6ieffIJgMAiNRoNgMAiXy4VqtXrle2KeYDAY4PF4EAqF4PV6YTQaoVarmX5JQ5MWrcHzVh1ssbQtGhCSO8vn88jn8zcelRPBnrhR0yYg9no9VCoV5PP5GxOfXwbQ4UoSXJ1Ohzv9M5kMc8rE9aTHU0Zm1iWn+v0+c/bEpjkxYKThARqNBi6XC9FoFOvr63C5XPD7/XA6nRgMBuxsXARRB9vr9U4NOshYEa3K7/dzYCoOP1lEJ5DWnKTMjEYjBxmtVmtMGeB9HGuREkK2iq4vSTHSBNlFBg2RMRqN7BRTZpUqj4PBgJMhtVoN6XQa1WoVzWYTq6urTAkhaTK3283TGemAvQyUGBkOh6hUKjg5OWF93JvQLp410DlFCiLUU0BqUaVSSRkuc8cQlUOcTie8Xi/bd7pezWYT+Xwe9Xodx8fHODk5QTKZRL1eR6lUQrPZ5BHtlLSiCb5Wq3VhEyaT1UDgrdpbq9Vi32GRcKsONjUZut1u2Gw2LqPUajU8f/4c+/v7SKVSkCTpRl/XZDIhEonA5XJhZWWFdUXFi91oNHB0dITd3V1kMpmFNOAfA+RYA28PRIpMgTPtz3q9js8++2zsMXRo7u7u4ocffpjpZqVer4dSqcSjoCkQIMpTMBjk0fCtVgvxeBz/6T/9Jzx69AhGo5H52OFwGLFY7NJAQqSLUIZ2EkRBCYVCcLvdKBaLsFgskGUZ6XQasizPtCrLh4CmW1IG1OFwwG63o1KpoFwuI5VKoVAo8JCj64IqMdQv4nK54PV6xwZdpdPpd07tnHfY7XY8fPgQPp8PW1tbePz4MQ9aMplMLCkmyzLa7TZSqRS+/fZbpNNp+Hw+/OxnP4PP5xuTZqUBHKR69K7x6TQWvNPp4PDwEL/61a+wt7fHjVCLBnGgFQUhACBJEl6/fo2TkxMcHx/PrJ1cBojKIbFYDNvb23j06BGrcgFAPp/Hr371Kw4Iv/32W2QyGU5A9ft92O12JBIJ2Gw2VuhyOBw4PDyc2Uruh0Kr1TI9lIJrGo8uikssEm6dIkJcXXH0cKfTQT6fx+npKcrl8o1H6OTYU5mSDLzoYIvi84t4oT8myJGhLnfgLBOYzWZRq9UQDof5mlJmlZRjSqUSD1uZ1TW/SgZbpVKh3W5DpVLB5XLxFLbJfebz+T74/RAFxWq1otFowO/3M/WkVCpxcDirqiwfAnKALRYLV8Lofp7MYL8PSFKSJLWIA0/a15VKheW1Fhli+TsYDHIvhQhSMqJ1z2azSCQSsFqtiEaj2N7evnBs9FUgZreq1SoSiQT29vZYhWTRIJ5TFJAAb/nnmUyGG+YU3A1E5RAaZS9KKQJAvV7HyckJdnZ2kM/ncXx8fK7vRpZlpjpR9pp0zxexp4Z8vckMNiWCqO9u0RJCt3IlicNIyhJUapwmq3WT/Gu6kGazGaFQCKurqwiHwzCZTHzB6bV6vR5arRbzwBeJB3QXoHHGdrsddrudr7XIoaWmSJ/Ph1qthnq9PpOZQZIGU6vVcDgc2N/fx3A4xMHBAXK5HMrl8pjyzeTo1XeVwq8LMftHTZQmkwmSJMHn87HxTqfTLPlHQ5TmXR2H1CgcDsfYYUTjy6lZ+n0dYJJDJGlKk8nEa30Tzz8PUKlU3Ki8urqKYDA4NatGlD/gTA9/Y2MDFosFa2trsFqtY4M9AIzpYFMmXKvVjo1fF0GOZa1WQ6FQYPuwiAcxYZLzT8NSHA4HPB4PhsPh2NRXg8HAg6jEvToN4kRdakql9VzWYVXXhagc4vf7ef+LtBCqxBPd9DqJI6Ke+Hw+9Ho9NBqNmU08XQdkVz0eD+x2OyuIdDodVCoVFIvFhUxsfnQHm2TZ1Go17HY7YrEYHjx4MFZSoQaWWq12Y5PRRC6lx+PBF198gSdPnvBF1mg0bHDo9cvlMrLZ7ExnU+cFZrOZD2dxYiY5h6PRCHa7HfF4HP1+H9lsFpVKZSYbl5rNJk5OTjgjPxwOEQwGkU6n8fz5c2Sz2bFmT1Gvlgbs3GQ2mZzM4XDIQSs50ORQn5yc4Le//S3ra9N32vPz6mQbjUYEg0HOqtIB1263kclkcHx8zFrL7wMa6OPxeLCxscFTNUejEQqFAu+DRc0iks10u914+vQpnj17xqPoJ0GO33A4hNVqhdfrRafTGZOXFPsyCoUCdnZ2UCwWYbPZEA6Hmac9bdCMLMvY29tDKpXCwcEBstksqtUq7+FFBznaFosFq6urMBgMPFWUMp8kUUljuGky7zRZSdGRzmaz+P777zlBsL+/j0qlMvcB+MeGqBxCvQXAOC0klUrh3//935FOpzm5cVVYrVasr69DlmVUKhUcHR1NFReYN5hMJqysrGBra4ulCYk1cHR0hJ2dHa4QLxJuxcGmEd3kDHg8nrHx2ZTBpq+bzGCr1WrOYMdiMRiNRuYQAuBMI90IpLWqZLA/DGLWRcxgA28zuiaTiaP1Vqv1Tk7mXYEy2JQtdTgcnFUrFAqoVqtj/FJRkUalUt34gUVZLeBtMxrwNkPV7/fhdDpxcnKCdrsNtVqNXC7HGcKP8Z5uC1SidTgcY9PZqBudKiHve//q9XrWanW5XGODkBqNBmq1GhqNxkI6eOTQkUqN3+9HNBrlYR2TEDPYJpPpwuZdsq+NRgOZTAbpdJodw8FgwA79JLrdLic9SqUSN5kuAyan7jocDvR6PVaYaLVarE9uMpng9Xpx7949uFyusb8F3irfdDodzlqfnJygUqnw46hxlR6vYDpE6pTP52Oe/CQtJJ1On6OFXAViBns0Gs3smXhdaLVa2O12uN1urloRPUSSJKY2Llpi89bJPpMlsI/1GtRcQ5rBFotlKvebdLdJn3LRS5AfE2IW1263c1MfjVImiCoixWIR6XQapVJpZkuUYiNnp9NBqVRibWwa36xSqVhiqFKp4PDwkLl1TqcTRqOR+b1U1XnXqPrrgu4rynDHYjFotVqUy2UYjUbmD2cyGciyzAMs5mGvk70QDziqRFHZm3jTNOCIrgutMWVn6XdGo/Hc+pNmu9frRTQaHZPMIj79JI9w0UD7vdvtciXgoj0iZjxFR06WZXQ6HdTrdRSLRTSbTZRKJSQSCZTLZeh0OlbNMJvNHPyRJCbdR9lslnVyl8W5BsbXlYJ34KxSo9Pp0G63x2yLSJcidZfBYACtVjvW0E+DgRwOB2KxGEwmE2w2GyqVCgwGA/PdF2GtaQ9PDpijHovJCY8XQazCWywWuN1uluUjB7FaraJYLL4XLWSRQfuO9iH1Y3Q6Hf4OvJ26+a4zkSrD8zIM8E4c7JvmpIqgC2qxWHjE8draGnw+Hw86ETNSe3t7XLpcthLkTYOadPR6PVZXV/Hll1/i8ePHsFqtXLokp24wGKBUKuHVq1f47rvvWEN3FkEZuH6/z/QDnU43xm2mEdoqlQoHBwf4f//v/2FnZwdOpxObm5twuVxcxdFoNNw5Pk0l5H1Bhmw0GiEUCuHnP/85N2eSusjR0RGXMml09awfpmJg4nQ68eDBAzx9+pQrBjTuWGwUCgaDLHUmTlejg9JqtSIQCLDjQiDlFuK0UmaV3oNOp7txys+sQDywSMGjUqkwjWMyiz0ajZhuJM4PKBaLTAXJ5XL48ccfkc/nxyo7VFkMh8PQ6XRjVB9yyA8PD/HDDz/g1atXvI8XHaLDQNfDaDQiGo2y00xVXqLbkcNISYxut4tarcZOOMktUvWHJsA6nU50Oh0cHx/DbDYz/enFixcoFAp3tQQ3BrEvw2q18plOCQi73Q5Zlt+Z5KB10+v18Pv92NzcxKNHj3i8d7lcxvHxMV6/fo0XL15cmxayqCB7S+cefXW7XR4oQ/c0qYvo9fpLq48U0FDANOszSxaqXVUscVLU73Q6OUsyOS2MMthUgqzX6zPvbMwySOHBZDLBbrczLYeiU+BtdowyVeVyGblcjptcZxWU/aD3Pe3/yYATr0ySJPj9fphMJnS73bHGLppgetMQeZvEaW00GvB6vWg0GtDr9Xj+/DmXL+dFc1WkLni9XoTDYTbeosNBw47W1tbg9Xqh1+thtVrZgJOjLU4SnHydi34W7cuigwJhom5Ny2CTA0g0O/reaDSQzWaRTqeRSCTw/fffI5VKMZ3JYDCgXq+zo0MUQuBtPw459/l8HplMhgPYZcBkVYASF1dxJOh60EAaADye/iJqmUajwdHREV+/RZGJo8Fyk+IJ5PiRUsu7gmWyKwaDYUy6U5IklMtlyLKMarXKOuUKzkBJickv4CyQFtkCFOS8ixJD+5rO2lmn8t6Kgy1OP6OyIznBdNOTPJFKpbrWJqWLSHxA4vsGAgHWcY3H4+cyVcDbLnVysJfFgH8sEFeQVB4oWys6JCTNJ9JyKDMzy5HodUDZP+DMABgMBhSLxTGNa4fDgVKpxJl9Ajkbk0afMn+Tjo44nl6v13P2VaRhaTQa7jtwu91YXV3lbHy/3+fGzFkV+p8MnGkAjJhRdjgcuHfvHmfmaJKoWN4l0GeVJOmcgabR3tSIS39HA1eAs/U8OTlhp48aSxcBdA/W63UcHBxw1UCW5TGuP3CWISTeJI2k7/f7KBaLeP36NYrFIorFIlqtFjtuwWAQDocDwWAQZrOZK470nLIs4/j4GLlcDicnJzzUZ5Hsw3UxOcyLKDRi0yL932g0Qr1eRy6XQ71e52oO0SVpUBCJDFDQHw6H+T47ODhAp9OZexULkv/V6/UwGo18vptMJkSjUWg0GoxGo3dOTqT1cblciEQi/HiiCZbL5WvTQsjvofOA7h8SW1gEqolGo+HMP32nZBslPQKBAItPXAXNZpNtCq0V2SBxwNis2IqP7mBPOtcU7ZEzQDd4JBJBs9lEKpVitYargAZC0ACKe/fuwel0IhaL4ac//SlPFPP7/ef+liR1nj9/jnK5jEajcdMff6lAyiF+vx9ra2s8NRN429hYr9exu7uLXC6H169fM+VikSYPNptNJBIJ5pnu7u5yMEmROpVuaX0IYpYbGM+cExVCRDAYxGeffYZgMAiPx4N79+7B4/GM6Q8TL5kc9J/97GfY2trC6ekp1Go1kskkT9WcRZlEUZuagmin0zmmFLS6uoq//uu/RqvVGuO3i+VIKun2ej3+3WR5WFS3EDnbTqcTn3/+OR48eID9/X00Gg24XC6USiUcHBygUqnc0ercLMheZzIZ/MM//AO+/vprluAjusxkD0Wz2WTZt06nM8bBJg354XAIh8OBZ8+eYW1tDSsrK9zwJMrHZbNZ/PrXv8bOzg5rP9PQoEWxD9cFUXEGgwEajQYnJkT1D5or0O/3IUkSEokEJEmCw+FgKprX68X29jY8Hg9XcEg+7fPPP0en08HOzg5TKqgSN68qFpIk4eXLl0gkEuh2u/jpT38K4ExS8osvvkC73YbD4cDvfve7S5/H7Xbjq6++wvr6OlZXV7mZt9Fo4Pj4GIlEAicnJ9fyH4h2YrfbYTAY0G63UavVkM/nsbe3txBUE2qUttvtTNmjRBCJATidTvb9rgKqjjUaDeRyOfzwww/I5XKoVqtIJpOQJGmmqCO3msG+qHFGFNi/CidKBGW1KCry+/0IBAJYW1vDw4cPEYvFLvxb6lKnaF/JYH8YxFG/ZDgmy+mTVYNFVGSgCXfTQE4bRfKTe52acw0Gw5iBEJ1DEbFYjJ3n0WiE1dVVzspSWZioFQB4jDuVjV+/fo1qtcoj7WcV1FxIWetJuhfprRPI5pBzJyqnEEVpGh1sOBzC6/WONUQBZ8GjXq/nREE4HEaj0cBoNMLp6enH+th3BnIetFotPB4Per0ePB7PWDaVGmYbjQYajQZnlkTQPqfvZJtJ/YKqLHQokhrDmzdv0Gw2P0gRZlEg0uqIgypJEnK5HA4PD5liR7a0UqmwLKfD4UClUoHD4eCeJLILZEtMJhNnZZvNJoLBIEv2zbOKBY2Yl2UZq6urfL8bjUaEw2EAwOnpKUvIXgTKYMfjcab8AW8z2O8znE6sxoma0DTMahGoJpT8tNvt3C9DNBHaVxclPy8C2Zx6vY7T01MUCgW27/l8/pz2/l3j1hzs4XAIWZaxu7sLjUYDr9eL+/fvw+PxsL4nOQKSJLFRJ6eCLorYxU8DEahE7vV6sbm5CY/Hg0AgAJ1OxzJQYimSsiWdTuccF0jB9UCGgoawrKysYH19HaFQaIzLRw4PNTGRcsg8l8AuAu03+qL1oQNS5KxOi7JJjQR4W7InOsJkMFKv15FMJpmWotPpkMlkYLPZEAgEYLFY2Lmh92Kz2aBSqfjgAcCHxKxWccRGOuIGi/SwaRlUehxl5imbfdmei0Qi8Hq9LAFIBwLtX3I6iNPe6/UWhrMqQqQctFotHqYEvD28Wq0WZFlGq9W6kF5EGVJSf6EvcdAYOSp0rer1OprN5th9sAwQZQnJIaFmalofaiAtlUool8usyiKO4aZkETVnExVKrVbj8PCQpSxFmg7ZKKIuiBNS5xUUDNMertfrkCRpjKpHg2Oi0Sja7TYPQrrq85NdpiFel0FUNvN6vXA6nXA4HOj3+yiVShgMBsjn8wvTB0brT4FytVrlwI2CdNqjk7aDkimixLNarWZ7q1KpWJrS4XCgWCzyJGOiSFEC5C4z2bdCEaHFS6VS+F//63/hD3/4Ax49egSr1QqbzQabzYbPP/8c3W4XxWIRm5ubKJVKqFarOD4+Rq1WY0kiujHIIJAcnM1mg9lshs/ng9ls5oaETqczxtWkzmLqtKZswLIZ85sCZa0NBgNWV1fx1Vdf4fHjx7BYLMyrohLncDhEpVLBmzdv8OLFC5aNWzRQoChSGoxGI+r1Opd3L7rxqcJzVQ52JpNBq9XiQPP58+c8qv0//If/gJWVFdYbJ9nAcDiMfr/PWexCoYDd3V1ks9mZzJyIzh6VUkulEjsCWq12rFxYKpW4dN7pdDi7RBJPlxncZ8+eIRQKwel0coWBstjk4FutVmxvb7MO7nfffXdbS3FrIIdNpVIxPYkcYrESIAaM0wIXmuzo8Xhw//59/hIHjTUaDRweHqJUKmF3dxepVIodjkWrbl0Goiyq1WoEg0FYrVZYLBbU63UcHR2hWCyyCtDx8TFXtciJJPsg8uFp6qhGo0E6nUYymYTRaMTjx48RCARYulbkZlMPDTWizivorFer1SiXy0in0zg9PeWsqdls5sExarUa+XweL1++vLKCCq2vJElXqsRaLBbEYjG4XC7cv38f6+vriEajSKfTePnyJTKZDPb397l/Z95B60NDpk5OTlj7nuwx9cJMsgcoGCHRBI/Hw7Q/6rNzuVwIhULodDooFAp4/vw5SqUSTk5O8Jvf/AaJROLO6SK3lsEGzhpYDg4OkEwmodfrObLW6/UIhULc3a/RaFCpVDj9XywWWVSfNFPJ0RYbmojXLfJXadOLh0Ov1+NMF33d5ICbZQI1l1IARNrXk8ohouEniggdDosG4j9TCdBqtfI0wHK5DGBcW1sEGZ+rgsrzwBlNot1uw263o9PpYHt7mxuHRToWNfyORiOmi8iyfI52MUuggIS4pq1WC4PBgJ3fer3OB2g2m8V3332HfD5/IbXmIthsNnbIKXMtvj5lsN1uNwwGAzKZzEyv24fgXco5VwFlsL1eL7xeL3w+Hzwez9hjaKJboVBAuVxGvV4/RzVZBoiURYPBwHu22+3yeZhMJvH69Wvs7+9f6TlpeBsA7n8iSiZlxSmIAt4qZojSlvMKOusBcAZblmWuJgJnaiperxeRSASj0ehcT8xloADwqv4DOYV0DzgcDvZXSqUSksnkQum9UwZbrVazXGKlUmFlF2qSpkZFEaLiEDXu08RYcr4tFgvbEo/Hg36/j3w+j+FwCIvFMhN0kVsNT8WSDTVQWCwWmM1meL1emM3msWlVKpUKrVaLDzPKYNP/AWcTqKhJjppzaIHJIReNBDU4UeTZbrcXTsXiY0OkQNhsNqysrHCzAlESxDUXFUOSySSq1SpPZVuUoIYa64iCQVUVmnBnNBpRKBQ4oBQ5kzcF4rCORiNks1keP+v3+/maiFrQ1OVNDWhutxtutxu9Xm9qQ+VdQayCSZKEN2/eAHir+KHVapHNZrG/v49sNstOGhnxd93X1HyqUql4+AQF5GQfZFlm7h91r7fbbZyens51I9LHgEjJs1gsCAQCiEajY6PtxapWrVbD6ekpN4zNYqPtbUCcaCzuW7EhTpxeel2IiQ5SIKnVanz/LzJIUSSZTKLb7cLv97N9JkURs9mMarUKp9M5RhehANHv98PpdLJtIEnKy6bHirQQSj4Fg0GEQiFoNBp0Oh00Gg0OoOZdOUTEcDhk34wacqknhipfF2WwSXmEKl3ZbBZmsxlms5mrD+KgpVarBavVCpVKhWq1yo2TomrZXeBWHWzqKFepVDg9PcU///M/482bNwgGg/j0008RCASg1+vh8XiYexaPx9Hr9cY4OWJWirSUaQzsyckJarUa4vE4fvnLX8LhcIxNXmu1WjzGlJy9Vqu11F3q14VIgQiFQvjqq69YGcDn851TDqlWq/j222+RSqVweHiIk5MTFIvFC8vK8whSUKEBMj/96U8RiUTGIvH9/X2YzWYcHh6iWq3i9PT0RsuB7XYb+XyepzcSl/PRo0fcYCJmBKjL2+l08j1DB0sqlZqZwR5ik1cikcD//J//k+9rChZEdQVROu+iSoGIyeCIjDdxX3u9Ho6Pj/HrX/+a5fkoACEpOgVvQVUtjUYDn8+Hp0+f4sGDB9z8DGCMqnd6eorf/va3+PHHH1kdYxkhao+LlEXKsup0Os5uv+/z93o9qFQqSJKETCbDY7k9Hs9UKdtFQa1Ww6tXr1Cr1bC5uYloNAqv1zumKJLL5bCysoJ8Pj9GF4nFYtje3sajR4/GqE1kb5PJJCeMJiHSQmKxGH7+859jbW2N6Q+kHLK/v48XL15wAL8IIP6/RqPh/gqj0TimLCf2xImY1tROTjf1yJDfSA53MBjkht1isYhAIMDVzKVwsMWSDfGrqUkmGo1yx6nJZDp3s4sXhCbQtdttDIdDtFot7qqmyYx0UUU9YMqaEOGeGqFmJVM3LxApEFarFZFIBPF4nHlSk2XFdruNTCaD4+NjpFIp1Gq1hSsBiwoq4XAYDx48wMbGBg8+IT7v8+fPUavVPkqHPg3pAMAlObpOlHEFwANoKGtDQYDL5YLb7R4T/p8VUDZPkiTs7u5yxpmC5w/JuouatJS91mq1HMBTBebNmzd48+YNl4aJm7xoe/lDIU69NJlM8Pv9WFlZ4cY94K0zSRmsRCKB/f195kwuIygYnKyoUgA4HA7Hxsq/D8iR6fV6nME2mUwLv+bE0wXAEyyBcUURm82GTqfDwUYul0O73YbT6YTH44HX6x17TnEoEmmTT0KkhQSDQaytrSEej4+9L8pgUzP2oiSd6B4HwFSQ94E4EZL67Chw8fv9Y9N53W43Go0GwuEw30d32YR+Z6dor9djR0Oj0eDVq1coFouw2+2ceRMx2dVOaf96vY58Po9GowFJknhELFFRxOw1vS7x/arV6kJygD82DAYDj5leWVlBIBBgbVWxfEaRKQU/yWQShUJhYThmIsjZI8eCtD6pE58MwPr6OjQaDZLJJKuoEI/vJg85sRxMI9KNRiPcbjc3O5IjBJxl4AOBABqNBrRaLZLJ5I29l5uEmJEWpyt+CMWLgiNqeqJsP+1dmiooSRI37VBjn9IcfR5WqxWxWAwOhwNbW1vwer2wWq0wGo1jk9xo3gE16pKywLJCVMohR5jOLjGYnEwaXRWiZKLNZoPb7WY1i6tMNJxn9Ho9VrBwuVw4Pj7m6YzUpA+c9bHQOsiyjEAggK2tranZfZG6YzKZoNfr0e12x+gNfr8fjx49gs/nQzgcZkqDLMtIp9Oo1+s4PDzkhKHSC3YeoswzBaBkd6cp3tC5N0m1ugvcmYPdbDZxenoKnU6Hk5MT7O3twWg0jvFXRUyO4iUZFmp6Ii1Eymw1m80xbV+6aUjf9c2bN8hmswtTjrlNOJ1OPH36FJFIBGtra3j8+DFWV1fHymfk2HW7XaRSKfzwww/4/vvv0W63Z4Z6cJMQdU2NRiOsVivsdjs3DWk0GgSDQfziF79As9nEq1ev0Gg0oNFo0Gg0kM/nb3QviuXgdDqNX/3qV3j58iXu378Pt9vNzY+UrfV4PHj27BnC4TB2dnawt7eHbDZ7Y+/npkCfizLVoqPxvgcT6dz6fD4eykGHZSqVQiaTweHhIVKpFHK53JgCzLIpXVwFgUAAf/VXf4WtrS34/X5WXBEbn6vVKr7//nucnp7i6OiIpeaA6zmNiwSq8IoZbHGKKQXwWq2WB/RcJygh+qXRaEQ0GsXm5ia2t7dhNpvfOc1w3tFoNHB0dASdTod6vQ673Y6DgwMEAgE8evQIXq8XKpUK0WgUKpUKGxsbePz4MTqdDk/DnIQo8Sf6JzTojug35GCL/TjZbBa//e1vsbe3h3w+j5OTEx6SotiTcRDzQKVSsVY4Odq0plardUzcot1uo9FoXFhZuC3cmYNNE6eAs0Mym81y01w+n7/QwR6NRpAkCdls9pzEmyjnQvzLyah8Uhxe2czXB2naRqNRRCIR+P3+c8oAIp9QlmXk83mkUqk716X8mKAeAaJlUFRNo8+tVitL43U6HXi9Xh788DGGvIjjp09OTlAqlWA2mzn4pIMbOKONUBNaqVSaaW3nm87w0Ahpt9sNm83GmquDwQCyLLPmcL1en1md8FmCxWLB+vo6Hj16xLQpoiURiPN6cnKCbDbLzVDLDDFTN7nHxcy1eN9e517QaDQc/NN+93g8XGmj11lEUMUcOPMTqJei1+txUG00Gsey2e+CWq1mWqsIn8+He/fucWPkw4cPz9FLer0eEokEdnZ2IEkSa/grmA7x3qCevOFwyEktvV4/NrRq6TPYIkTSO6krTIs6KGInia5JULaQ9DynSQxRo6Usyws5RfBjQdSlDAaDWFlZOacMALw1+JIk4eDgAOVyGYeHh6xusagQS5AOhwMnJyec0aegjyCWfen7xzzYxIPVZDKxwy+CpNhIIm2ZaA/iKHaqgAFvqzCkeqPYioshNpyaTCZYLBbeb2SHyfb2ej0Ui0Vks1mk02mUy2WFqgfwHIjRaASbzYZMJgOr1YrhcAi1Wg2LxQK32421tTXU63XU63UeVX9R4oKqujQIjDTJSZ6T5kNMc04Wla5AzYlUMSC+tc1mQygUYjrTu5xtovxN+hmkqOVwOGC1Wnn6plipfP36NTKZDP9+meztdaHVallUgUQE7HY7BzGUvW632zzJtFAoIJfLoVKp3KltmQkHGwBTPFqtFvL5/NSMnliWnRbtUTOIw+FgubhJkFwPyUEpUePVYLFYEI/H4XA48PDhQ3z55ZfY3t5mDhswzrtOp9P4v//3/+LNmzfclb3IDna9XsfBwQF0Oh1kWYbNZsPJyQlWVlbwk5/85Nw4XjrQbkNnVq/Xw+VyIRAIwOVyMU9edLJphD0ZpUVptLkKSPXCZDKNBeZic26hUFha+birgLSViYbg8/ng9/vHsqPNZhOJRAKSJGFnZwfPnz/Hq1ev0Ol0FnLg1HVB60IzIsLhMBqNBhwOB6LRKNxuN+LxOH72s59hbW0NiUQCX3/9NZLJJJfRJ20s6d7rdDqsra3hZz/7GY/8DofDMJvNYxlxCrRJ4WURHWxJkvDy5Uuem/Hy5UtYrVYEAgE8ffoUgUBgjDt9Efx+P37+85+fo/aJ0nykeFYul3F8fIx/+Zd/4WriwcEBKpXKhf6MgjMYjUYEg0FYLBYeoEYqMNvb2/B4PKwm1263cXh4iFevXuHVq1dotVp3WnWcGQcbeMu1ed9MkUqlemcGmzp/aWSyEjleDXq9Hg6HA4FAAIFAAOFwGJFIZOrEQSqtHx0d4eXLl0tRWifqEXBmEBKJBEajEbRa7aXG82Nnr4G3aiEWi4V1oychHqxKBvttBpsUh2ginoLpoOohyWTRIAhxEibJdpXLZc5gE6d9ER2564KCXABwOBzIZrOsTx2LxWA2m+F0OrG2tgaDwYDRaITnz59Do9FgMBhApVKdc7CpN4Qysqurq9jc3ITdbh/jrQLjw5xmobz+sSAqihgMBpTLZRgMBkQiEdhsNu5deZfTazabsba2duljaL/LsoxsNovnz59jZ2fn2mPZlxnUTOp0OrnpdGNjA1arleln1ItXq9VQLpdRKBSQz+d5L9/Ze7+zV/4IICdwUhBewftBLM34/X5sbGwgEomwpOKkY9hoNLgzmkb71uv1hRoocxV0Oh0Ui0UetFEqleByucbWk2SGiBtoNptZ7omUcIgyddW1EzviKTuj0+ng8/nw4MEDeL1eHp2+qFzLm4YoD7qIzsaHQGwqd7lc2NragtvtZgeOnDc64GigTDqd5griIvdkfAharRZSqRQ0Gg16vR7W19fhdDqhVqu5QbnVarHkG9EQaLw9fTkcDp50vL6+Dr/fz6oXo9EI3W4X3W6XG9Lp+mSzWZRKpYWn7ojD72RZRjKZZOcXOONTi7QEokJN2k+Sm6SmOpruSHLENKODsqyLSr+5KsT1E+9/2rdGoxEulwsGgwFutxvb29twu91YWVlhWohOp2M1kWKxyPM1UqkUJ0Tu2m4vlINtNpsRi8UQi8WwtrZ2riyv4HoQSzP379/HX/7lX2Jraws2m+1cUyMAFItF/Pa3v8XR0RFSqRQODg54dOmiG2oRsizjzZs3OD09RavVwubmJktjBYNBWK1WeL1e/Pmf/zmePHkyNiCJshy5XI6N9lWzHHa7HQ8fPuTBEVtbW/B4PMwtpCEq066dgvOYJpum4C3EAT0bGxv4u7/7O3ayV1ZWeGIp8a5PT0/xm9/8Bq9fv0alUuFhUwrOo1wu49///d/x6tUrPH36FBsbG3C5XNBoNNjY2MBoNILf7wcAPHjwAJVKBUdHR6hUKlyNUalUTAuhabs0DIsaxmRZRrlcxt7eHsrlMg4ODvCnP/0JR0dHPLBpkUEDj9RqNdrtNqrVKicoaEDYo0eP8F/+y3/BgwcPxiT4REiShBcvXvCwq0KhgGaziWKxiNevX6NUKqFer6NUKvE0w2WtiImSk2Rjqeme+gX8fj+ePXuGYDA4NoiQmvHNZjMPF2y1Wjg+PsZvf/tbnJycoFAooFAocOB0lzZmoRxsrVbLY02dTufMDcuYN4ilGZ/Ph1gshnv37kGr1TKvUgRxLHd3d1EoFFAul5dSBpFKvVqtFl6vF5VKBdVqlfWagbeTH/1+Pxv1Wq3G9BKSMrwOR5vUXSKRCEKhEJ4+fcrTrUj/mjIwCt6NyYljSqZ1HOKAHqfTiXv37uHp06cst0p7l3RrJUlCMpnEwcEBD/BRMB2UwdbpdPB4PJxhpiqVXq/HcDjE+vo6TCYTCoUCZFkeG/Kj0WgQiUTw8OFDxONxbnQmbjA9Z71eRzabRTabRTKZRCaTQS6Xu+sluBWIw+86nc5UCdlut4u//Mu/RDweh0qlmuqwtdttFAoFJJNJ3ueknvXixQtl2usEyMkW11KcJWE2mxEKhRCLxXhwWygUYoUuUnkilbJyuYzT01McHh7OVOPo3J+0YtRDk3wCgQCcTid3ANMgD1IFoJ8/ZDjFokKMLu12OzY3NxEOhxGPx2Gz2XitqcQjliYzmQzy+TyKxSJqtdpSNcqJEIehkJrKYDDgQQMGgwH9fp91gWn8K1E3arUaQqEQOp0OarXalTPYpLnq9Xrh8XjgcrlgsVhgMBj4uokOO5UyB4MByuUyUqnUmGyaAgWXgTLYNHnXZDKNDX1QqVTodrsol8uQJAmFQgH1ep0HgSnZ64sh2pBarYaDgwNuVqYhPiJdxGQyYTgcolarMe9arVazmoXRaAQAzkjLsoxUKgVZllEoFLC/v49CoYBMJqPc+xPo9/ss7Wuz2WAymc6pi1CwSfacEhqki00To5dtMBXZAZrqSoGfwWA4p2ZFAaDRaEQoFMK9e/cQCoXg9Xo5OdRut1EsFtHr9VAul7G/v49KpYJkMol8Pg9Jkmaqh2juHWyxSzoYDGJrawtPnjzhRhvgLDIl3exMJsNONmWmFLyFOBglGo3ib/7mb/D06VMeAER6k+SoUed7sVjE7u4uXr58if39fRaEX0aIw1CSyST+6Z/+CVarFU+ePGHDS8610WiExWKBy+Vih/fZs2dsiK/jiOj1ep4UptfreTS1eOACb/lvxBVvNpvY39/H119/jZ2dHR6hrEDBZdDr9Ty0KBAIwO12M0+YqiT1eh27u7vIZDLY3d1FLpdDrVZb6hL5VUC0OpVKhUQigX/8x3/E999/j83NTfz1X/814vH4GF2k2+3is88+4wY9utepemUymcamHieTSXz99ddIp9NjFDWiSSh4C5q2aDAYEAwGWX5PhE6ng9VqhdPphM1mg8PhwGAwgNPpRK1Wg8Fg+CgDxWYZ4rnjcDiwsrJyTm+cstVarZZlJO12O+x2Oz+eVFnUajVqtRqeP3/OweA333yDXC6Her3Owwfp3JwFzL2DLXZJWywWloiiUgLwVg2gVqtx0x3xKpUM9jhERQW73Y54PI5Hjx6xQzhJWSAnjRpjCoUCSqXS0gcv4pCXo6MjaDQaWCwWHolLzjWtqdg4E41GeV9epwlMHH1+FYiKOuVymZvPer2eksVS8E7Q4Wi1WmE2m2E0GmEwGM7JP5bLZWSzWR7WoygnvBvTqmCFQoGdjEm6iIhpDcxkQxqNBiqVCnK5HPb393F0dHTh4DYFZyD1m0KhAKPRONV5Eyf5AuD+r1arBYfDAVmWP9pAsVkFBXparRYGgwEul4uDPZpoaTAYxuQ9qZnRaDRytZeUbYbDITqdDnK5HBKJBE5PT7Gzs4NUKoV+v49utzszmWvCQjjYpGFL8nwkDUWGhpQaisUiqtXq0nfwXgbKSlEzHEWZk9QC2sylUgmnp6c4Pj5GKpXiBg5FHeAM4kFZqVTw8uVL9Hq9sWYNUf2DDDXtX5GO8y5c9DiS4KMpWK1WiwX5j46OUK1WcXBwwLSeRZXnuggU/JB+PgU7VMq0WCxot9tLdTheBLG86/P5EI/HEQ6Hx5rKxb1DFLJSqQRJkpSs9XuA7l8AyOfz2Nvbw3A45KoiZflIgpMky0jyVhzu8+bNG5RKJaRSKRQKhZkrqc8iWq0WkskkVyYjkQhGo9FYw6OolCXaWxrcRWoti25XKTttNBphNpvh9/tZspOaFMWqCg1jo2m6RBFRq9VotVrodDrcNEoqZfv7+0xHbTabM6EWchHm3sHW6XSw2+2w2WxwOp2cSRHLZI1GA6enpzg9PcXJyQkajYbiYE+AnDObzYZ79+7xuFen08kZElpPmjjWarWwt7eH3/zmN3j16hWazSZnr2dxs98FqBTe7/dxdHSE//bf/husVit8Ph/u378Pt9sNt9uNjY0NOJ3OsehePDQ/BDS5rNFoQJIkpNNpSJKEfD7PiiW1Wg2JRIKnwi3T/WE0GuH3+89NJhVHqPf7fUX2E28baU0mEx48eIBf/vKX2Nragt1u53HQojJAvV7HyckJ9vb2UCqVlMbG9wA1TWs0Gg5+PR4PIpEIvvjiC4TD4bGServdRjabRaPRQK1W44a7dDqNP/3pT8yzpuuhDDq5HOVyGX/84x9hNBpZFpFkE9fX1+FwONBsNjlIoYbHZrOJbDaLSqWCWq3GiY1FBMnrOZ1OPH78GD6fD+FwGF988QVCoRDvsX6/z0wDmvJKtFOq6tJURqr2np6e4ve//z2SyeSYWg41Ts+CWshFmHsHW8xgk1MymWnq9/uo1WqcRVnW5rt3gTa5yKkURx0TJrt3E4kEDg8PFbWFC0A3fq1WY25zMBjEaDTiqWE2m4072ilAnDY44n0wGAzYuS6Xy2yoUqkUdnZ2kM1mWU1gUQ+Ay0DNena7nTPYwNsR8xaLZSo9ahmh0WhgMpnYoV5fX8f29jbT9Ah04JFaRalU4uFeCq4HsreE/f19ZLNZNJtNRKNRthd074qUSLrf6fvOzg7S6TTLTyq2+t1ot9tIp9MAwJx4UmLx+XxMGxEz2M1mkympzWYT3W4XvV5vYddb1K/2+XyIRqOIx+P47LPPEIvFWLKw2WxydZx8C5FtQJXvbreLZrPJfQOvX7/G3t4e99HNy+C6hXCwSTZuUgCeLlar1WIJnWKxqETrExAHoHg8HqytrSEWi2FlZeVctzRwZnByuRyKxSJyuRwPRVFoIVcHVQFGoxHa7Ta0Wi0ymQzMZjMrilAJkqaTElet3+9z5kks2VMJczAYjNF4KHsly/KYhBRpsy668b8KNBrNOSqUOFl22QNHWheLxYJQKAS/349QKMQl8slDcjAY8NpRv4tCQ/hwkLM9Go1QKBSwt7cHWZZhs9mQy+Vgs9nQaDQ4gz0pGSfaagXXh0gXIYfR6XSOaV+LP9MU2EUeLmMymeDxeGA0GhGNRrGxsYFoNIpQKMTKWBSYT1IgKbM9HA7RarU4a00VVUmSkEgkWIFo3uhMC+FgE9+HuDvA28NxNBqhXC7jxYsX+Oabby7UulxmGAwGno704MED/Pmf/zkePXoEg8EwdShJrVbDjz/+iMPDQyQSCVSrVcVoXxOyLOPg4ICzId9//z1nAanTWgx8vF4vD46hKL5er7NDTsL7JOtHdJ1ms4lWq4VischGvl6vszYxOdgiV3zZIDYoiWor1DhDHMpFPByvAkpiqNVqeL1e/OQnP8HGxgY72pOUPGpGIi4wyfJRoKLg/dHpdJguUq1WkclkuHJLtoL2LX0nPjadfXSfK/b6+hDpIqRuodPpxqSAxVHz4qClRVXOcblc+PzzzxEOh7G6uoqf/vSnWFlZ4WmMVAnUaDQYDAZjWWtqgm61WshkMvjuu++YVnNwcMCDZEQ606wohFwFC+Fgk8IFHQLA2+w1GflCoYB0Oj2zXJ27hEajgdVqhd1uh8fjwerqKnPNpoE4vYlEgrMiirG+Hnq9HiqVyrnfi/J6NDBCq9UiHA5Dq9VylE/jd+12Ozc6kVNN9B0aGSs63mTklev1FpRhETPYtD6UiV32cro4ACIYDGJtbY2boScpeRSskZNBe04Jwj8cw+GQGx4bjQZKpdIdv6PlgkgXUXAGk8mEUCiE9fV1rK6uYn19HSsrK2OPIfsKjPdoEJ2mXq9zRYZGnh8cHEw9I+cJc+9g63Q6njTodDq5EYlKaaSaoFAYzkMcKLOxsYFgMIh4PM764SLdRuxMr1arKBaLKBQKSz1Q5mOAaB4k6UT/rlarSCaTY7w0Kj0OBoNzGexWq8UlNdHRUYLL8yAZrnK5jNFoxBq2xWIRxWJx6Xs3qJJlNBoRDAbh9Xrhdrtht9vZ3tJhORwOUa1WcXx8jFqtxs2NzWaT6QkKFChYHNC4+VqthkqlgmKxOCY/q1aruSFxsopK3OxWq4VsNot0Oo1isbgw/UBz72BbLBYe4R0Oh2EymQC81V9tNBool8tjMjoK3g6UUavVWFlZwV//9V/jyZMncDgc8Pv95x5PvOtGo4GjoyPs7e3h9evX3Iyg4GZAgSE1jVAQVK/XUSqVoNPpxmSgqHojOuPEdyUOtphBBJTS8CSazSaSySQrEnU6HTidTuzu7mJvbw97e3sctCwjbDYbtre34fP5sLW1hfv372Nzc3OssVFMaBwfH+P//J//w9rNu7u7KBQKvD8VKFCwOCDfADjzu+x2O8rlMldjdTodCoUCXr58iVKpxIONSDKZEnfEvaZ/L4K9nXsHmzLYXq8XDoeDJeXI4Dcajbkjxt8GRBF4caDMpBoAgZQoarUaqtUqyuWyMlDmI4BoTZNotVrKdMWPBGoELZfLGAwGsNvtrPFeLpdRqVSYKrKMIG38UCiEQCAAj8cDl8s19hhynrvdLuuqv3jxgptpF+GwVKBAwXkQzUOSJBiNRpRKJe6N6/f7MBgMKBQKODw8RDqdRj6fZz32RacsLoyD7ff74XA4zlFEqIy+rIfjRdBqtWNjS0WJQ6KGUFQ5GAyQz+exv7+PQqGAo6MjRUtcwcKAegqoIbrZbMJiseDk5ASSJClTX/9/EHeSVGra7TYkSeJhEKS1vr+/j3w+D1mWleSGAgULDqIwUnLIaDSiUCjw+HjKYJOKG2lYL0Nybu4dbKKIPHz4kKcCAW/F+fP5PEqlklKanAA1JrhcLqysrLCTLaoBiLSQ/f19/MM//AM3HuTz+YW/ORQsByRJwosXL1jukDreiR9InPhldrDp8xP1iIKSly9folAooFAoYGdnh6flUhPuvHX9K1Cg4HqgQX46nQ46nQ6vX79mNSbiYLfbbciyzJKwNIERWGzK4tw72CJFhEAHgdjopWRRxkHUEKfTyc715MRAsXmhUCjg4OAAr1+/5oyVAgWLgE6ng0KhcNdvY2ZBzrXoZNMI7mw2i2QyiXQ6jR9++AG5XG5M/lGBAgWLjX6/D0mS7vptzCTm3sGuVqv47rvvzml7FotF5vkkk0mFAzgBkntqNpvc4U9av9QoJ9JCDg8PWaFiUQXzFShQcB4UgJBtsFqtLNG5s7ODUqnEQ4sU+6BAgQIFZ5h7B/vo6Aj/9b/+V9jt9rHf93o9LkmQULmCtyCVlW63i3A4DEmS+IAkXuXBwQH+4R/+AYeHh9z5K0mSMpVNgYIlgiRJePXqFfR6PYxGI77++msYjUaWhex2u+h2u5y1VuyDAgUKFCyAg01TBRVcDzSilLimnU6HuZXUnJTP53F4eIjXr19zQ5NS9lWgYLnQ7XZRLBbv+m0oUKBAwVxh7h1sBe8HGmcMAPl8Hj/88MO5DPbJyQkqlQqLwy9yM4ICBQoUKFCgQMFNQXGwlxS9Xg+1Wo07fAuFAqxWK/r9PutSNhoNFItFNJvNC/WZFShQoECBAgUKFIxDdVlWUqVSKSnLG8RoNFJN+72yzjcLZZ1vB8o63w6Udb4dKOt8O1DW+XagrPPt4KJ1BgD1bb4RBQoUKFCgQIECBQoWHZdmsBUoUKBAgQIFChQoUHA9KBlsBQoUKFCgQIECBQpuEIqDrUCBAgUKFChQoEDBDUJxsBUoUKBAgQIFChQouEEoDrYCBQoUKFCgQIECBTcIxcFWoECBAgUKFChQoOAGcemgGUUv8Wah6FLeDpR1vh0o63w7UNb5djBP66xSqaZO1r3o97OEWVlnlWr8bcz6ul0Xs7LOiw5FB1uBAgUKFChQoECBgluCMipdgQIFChQomBNQ5nVatnrRsrA3DVq70WikrJWCjw7FwVagQIECBQrmCPNABZk1qNXqsXW7iGJDUNZXwYdCoYgoUHCDmOT1KVCgQMFNQqVS8dd1/uY6v1800HqRk/2ux4p/c9ljFMwWZu26KBlsBQpuEErWQ4ECBR8T0zKwovNI9Af6f9FhnHyeZbNXk59XrVZDq9VCrVZjNBphOBzy4+jnaX+3bOs2L5i166I42AoUKFCgQMGcYJpjrFarodfrodFoMBwO0e/3xxxEYNwJp8fMmkPysTAZdNB3rVYLm80GvV6PwWCAdruNwWAwtj7kbC/LWs0TrkLpuUvaz1w72AoPTcG8QNmrChQo+FhQqVTQaDTQ6XTsIE57jFqthlq9nMzQ0Wh0zg5TYGIymdDr9dDv98f+T1xHxYbPJq5yXe7q2s21g61sdgWzhKvw9ZQ9uzhQDlwFtw3RSTabzfD5fDCbzdDr9XA6nTAYDOj3+2i32/y9Wq2i3W6j1+uh1WpNzW4vC0ajEQwGA2w2GwwGAxwOB6LRKOx2O2RZRiaTQb1eR7vdRqVSQbvdvrQpUsHd4yrX5a6u3Vw72AoU3AWmOcyTDTTi78XfDQYDxVAvAES+67I6Kwo+Lsh2iNQGtVoNo9EIrVaLtbU1/Mf/+B+xuroKu92OSCQCm82GbrcLWZbR6XSQzWbx3XffIZfLoVKp4OTkBNVqdan51zabDY8ePYLP50MkEsEXX3yBcDiMZDKJP/zhD0ilUigWi2i322g2m0u3TrOO6yasplUubguKg61AwSW4zsQ0crLphhZ/T7zHD31dBXcPUZFgOBwq10rBR8FkcA68bcrT6XSw2+3Y2NjA9vY2XC4X1tfX4XQ60el0OGt9fHyMQqHAtBGNRnOuAXIR9+5ln8tgMLBzvb6+jidPnmBtbQ0OhwOpVIqpIlqtdiHXZp4wzxNLgQV1sOdl8RXML0ajEbRaLQwGA3+32WwwGo1jj2u326jX6+h2u+j3+2g2m2M8v8ueX8Hs4iJlBgU3j2W155NcYQCwWCwIh8Ow2WyIxWIIBALweDywWCzQ6XTslGs0Guj1ev6diMvUMRYFlzW8EZ3G7/fD6XRCr9dDpVJhMBig2WxClmU0Gg0MBoNbftcKgKsNA7pMw5x6ETQazdS/Eyk/9DPdE8PhkBtab+LemHkHe5oW5WUfXindKvjYoL1nMBgQDAZhsVjgdruxtbUFl8s1tl+LxSJ2dnZQLBaZ/3gVB1vB7ELUIV5UB+Vj4brl3Yuk55YB9HlFKTm/34+vvvoKKysriEajePLkCSKRCDvUwJkyhtlsxmAwYDoJAK6iLeu5SHvJZrNhfX0djx49gtPphMVigUqlQrfbRalUQjqdRrVaRbfbveu3vHS4yjCgi5xrjUYDlUoFo9EIh8Mxluyiv6GgaTgcclVH/Lnf76PT6bCCzIfeK3PpYAMXL7Jy8L0byvpcjqtmJbVaLSwWC2dD1tbWEAgExvas2WxGPp/nZhkyAsr6zw8ua15VMtjXx1X3/+RAlbvkUt411Go1NBoNzGYzwuEw4vE4QqEQ/H4/3G43RqMRNy+qVCrodDqo1Wr+vqzKIQRxL+l0OjidTni9XlitVuh0OgBnTlez2US9Xker1VIy2LeMSerdNArmZfc+/S0FmGazeezxotziYDDg+2UwGKDX6/G90+v1boz+N7MO9rSs9bT/V8Tzrw9lfS7H5IAGOtxUKhVMJhNcLheMRiPcbjfi8TicTifcbjdWVlbgcrn4b4Azo726ugqDwYBKpYJ+vw+9Xo9er3chXURRHZk9GI1GVmkYjUZskLvdLhqNBnq9nmJ7rojLyruTB6Kynmd7z+v1wmw2Y2VlBcFgEMFgEC6XC1qtFsPhkBVCyK5Qxez4+BjJZBL5fB6VSmVps7IajQYmk4l1r+lLp9Oh0+lgOBxClmU0m000Gg3+nYLbx0W9TZSlNhgMXLEhNRidTsc0KZPJBKfTCbPZPEb3EL8GgwG63e6Yg00UoXK5jGaziU6nw0oy74uZdLAvGmdKiyOWA8SviwT2Fw3TussVfDxotVoYjUbodDqEQiF88cUXCAaD8Hq92NragtfrHbvZxWsSCoVgs9lQLpeRyWRgMpmQzWYhSRJSqRRkWR57rcsmsinX+u7gdDrx7NkzBINBNJtNlEolNJtNSJKEdDqNer3Oxlq5ThdDXBsxOy062NPst5i9XrYstt1ux6NHjxAMBhGPx/H5559jfX2dez+63S6azSYKhQKazSYymQy+/fZbpNNplEolvHr1CqVSCZ1OB81m864/zp3AYDDA4/HAarUiEokgFAohFAqNyRhmMpmxQKTX6931214qXHTeiRUZi8XCPQderxfb29t8XUOhEFckLBYL9Ho9B5/ihE5ysEnKUnS2S6US9vb2UC6Xkc/n8eOPPy6Wg30ZzWPSOJMjcpFDfhu4C2M/rbv8rnHddZiXQ1IsK+r1ejgcDqytrWF9fR0+nw8PHjyAx+OZKtM3HA45Q2K326HVapFMJvlmJm7ktNckNZLBYDDTQvqzho+1DsS3X1tbgyzLUKlUHBwVi0W+Xrf1fmYV1/m8kw42JUkue45lWM/Jz2g0GuH3+xGNRtk59Pv9nFDq9/tcSZFlGYVCAfv7+yzJl06nIUnSUvOvNRoNLBYLrFYrbDYbrFYrLBYLBoMBOp0OZFlmashVtMKXYR/eBaYF0CL1g85gm82GQCCAjY0NhEIhOJ1OVoLRarUwmUw81bTb7Y7RfYhORdrw5GAPBgPkcjn0ej3OfhsMhg/6PDPnYItRDC0olQUoQ6jX6zlSEcv3FMn3ej2WKup0OmMC+zed9b2Lm2xad7kI2pCTj5/87De5Ftd9nnkwTnTom0wmBAIB2Gw2rKysIBQKIRAIwOl0nmsiEv9WrVbDYDDAbrdDo9FgMBjg/v378Hg8KJfLsNlsXIKSJIlvcnLAxa93YR7W8zZwk+tAZUiNRsM8+3A4jHK5zLaFVBqu0+2+6LiI3kfrSVrODocDer2eM7EajQbNZpPviV6vx1km8XkWHdTYSOeaxWLhvUfVMpVKhX6/z3ajVCphf38f5XIZ6XQa+Xwe1WoV9XpdaaoG2OlyOBxMJVCr1ej1eqhUKigWi7zvqOHtsv22LHvxJjF5PhITwWg0sm0wmUy8v2n/63Q69vdsNhtnqj0eD8LhMNxuN/R6PbrdLgeSdA17vR7q9Tp6vd5YQC/adtobWq0WzWYTNpsN7XYbZrOZm4vf11eaOQcbeCuZotPp4PF42MF5+PAhfD4f7HY7i+tTZKNSqca4Z9lsFj/88AMKhcJYOZ6il0meLTBfNw1FemIDi9gkQAaEMqkiuV8sk0yrElxUxp10zhcZYkba6XTi6dOnCIVCWFtbw6effoqVlZWxGx8Yl78Sqyt6vR79fh/RaBSbm5vM7To8PES1WkU+n2elkXq9jnw+j0ajweUrca++q8Nawc1Bp9PB5XLBZDJhdXUVjx8/xqNHj5BMJlGr1dDv99FqtS5sylk2TGajJ2lsBoMBLpcLBoMBfr8fDx48gM/ng8lkgtvthtFo5MEoRKNKJpOQJOkuP9ZHwbvOHWpo1Gq18Pv9ePToEZ48eQKbzQa73Q6VSoV2u410Oo1arYbj42P8+te/RiKRGJtISKoIyw7Svg6Hwzz9UqvVot1u4/DwEMfHx0gkEpAkiSkFV23EJSz7/X8ZxPNUdJ4peDSbzWNTNXU6HV8js9nMfqA4vZT41jqdjml7uVxubP+L56noF7lcLmxsbMDlcsHtduPevXtwuVxQq9Uol8swGAxoNBqwWCzc5/A+9L+ZdLAJarUaJpMJdrudG8oikQg8Hg/u3bsHt9vNEYharUa9Xkc6nUaj0cDJyQmKxSI7PcViEc1mc2rJXeT2AbN/o4jvVXSwxUYA0oEUN4bIQ7osMzrNwZ6n9bkpkFGgEu3q6ioikQgCgQB8Pt/Y2tOaDIdD/r1Kdaa5SvJZABAMBjEajVCtVmG1WlGtVpFMJnm6mlar5ezotGaPZVZUeFfj802DsisWiwUOhwOBQADBYBDtdhtWq5Wbaybf17JdFxFikE/rQHZGXE+Xy4VYLIZwOAyr1YpAIACLxYLj42Nks1nmv15Eo1oEvIsKI+rr+3w+hEIhruACQL/fR71eR6VSQT6fx+HhIQ4ODtDpdDhrp+AMGo2G6SHkuFEVoFqtolAooFKpcHPjdQJmhcJ3NUw2K4oVXrvdDo/Hg7W1Nbjdbt73xFbw+/2wWCwwm82c9KBkKdkXokKVy2WcnJygUqlwkC7L8ljWOhgMwmq1QqVSsbNutVrRarVgs9nQ6XT49xfR/66CmbNe1K1P3zc2Nrg8GwwG4fF4YDabuRxAhojkVYjg7vF4sLGxAZvNhkKhgNFoBJvNhlarhUqlglarBeC8YgT9blYbCA0GAxwOBwwGw1jmZ7LxkzYwgHOONW1MoiT0+/0xLhKpIojcpMns9zI04NHnoxuTGh0nHQcy1FTOFhsrqNRLlRYaTKNSqfgG7/f73KxRqVRgsVhQrVYhyzLS6TRXXsT1p/e3TLju5/3QgJCyJzabDRaLZcyhJtoZ3R/igbwM1+Uih4ECP9rzdEDq9XrY7XZEo1E4HA74fD6srq7C7/fzIUsZ7mg0Cq1WC6vVClmWodVqx2wR8SrnnU982T6hYMRkMnHZnJwDsgWtVguFQgGpVIqzdESJJCfxrnqTZgmU6CAnjirfIv+a6DRiQ9xVsQz3+03CbDbD7/ezIhcpcU3LYOt0OvZ1dDodhsMhX6tWq8UNqqVSCUdHR6hWq2OMhUajgWq1ilarxfuAMtnJZBLNZhPtdhsejwfdbhfFYhGpVAqlUgnFYhHtdvuD7MzMONjkGLpcLjx79owd6mfPniEQCIw53nRTlEol/lsAfMFcLhdnnLrdLlKpFEKhEHPTXr58iUKhcE51RGy0mSTFzwrsdjtTZQKBAD755BP4/f4xR07MUIsUGhGdTocdaZKmabVaqNVqOD09hSRJaDQa3JlOxkh0tsmpmJTCISwCpYEcbMpi0lCCyWasVqvFayhSlUQHw2KxIBAIcAYlEAhgNBqxru0kl/L09BT/+q//ikQigV6vh0ajsbQyW9eF2HD6vvQNvV4Pr9cLn88Hv98Pu93OJcNms8lBEDl787i/3wcXDfOiz0+ZKaL4bW9vw+12M9XB5/PBZrNxFgl4a8MpAJVlGaenp9Dr9Ugmk2OHabvd5myj+LeTmOXr8a73RlrNDocDbrebM6/A2bCMwWCAUqmEly9fYn9/H/l8nsvj4rm27A427VWz2YzV1VVsbW3B4/FAq9Wi0+mwM3Z0dARZltFqta7lUE2ed9N+r+AMtD4ejwdfffUVIpEIU8VEJS6Rgy36M6PRCI1Gg1kKhUIBL1++RLFYRLVaxcnJCfckUKAp+i0ida1UKqFSqcBkMmFlZQXtdpv7a+j8zeVyqNVqH2TbZ87BJr41lePv37+PcDg81vRBZQDi5onOHemFEm8HOBsvWygU+O+Pjo6g0+nYUIl0C/FQpuee9l7v6gYiLlkkEsHq6io++eQTRKPRsWlfZGAHgwHTRUT+EwA2LlROJM5SqVRCv9+H0WiEJEnsXIsGmzac+DPhMv72bZf4r4Np15Tes1iunSwZ0Xfi49brdciyjHw+D1mWOTAkHjZpKZPTTnsyEAgAAEqlErRaLUqlElQqFZ4/f84TqS47LJUS5FuINAWxQnXd9SHtXFIcoIY8ymC32+2xoHMZMMmvvugxWq2Wq4mBQIBl0R48eIBgMAij0chZa8pO9/t9vmbtdhsqlQqnp6dcVev3+zz+eHIM8izblqtgcj0pg202m2E0Gtn2iNn7VquFYrGITCaDcrnMAfi0Ktcy2gfRDlCVxO12w2q1Qq1WcxW3Xq+jVquxQMLkc1xn3W5qnRf1eqlUZ5MWI5EINjc34ff7OWFIdN/Je5mSgFRdqNVqqFQqSCaTeP36NVKpFCRJ4v6Dq6DdbqPb7cJgMGA4HCIUCmEwGKBSqSCVSqFarXIQ/yGMhjtzsEXni6gO1EwUi8UQjUbhdruh1WrZeREVF4hXA7w1Ig6HA7Is85hMcmZ6vR6cTidndAuFAsxmM/r9/tiwD8r6kgLJNP1DsZHnLm4A8YAjri8FHxTxiZxs8Ut8/6TQQr/3er2wWCzMbZIkCfV6HV6vF/V6nXUjxe5c+k6G/SKahJhRuai58q4x7f3QulG5itZHdLLoc1PkS7yvbDaLer0+pn7jcDggSRJno6hxg7LbOp2OByGoVGcycJubm9BqtdwUSRnsWVu/u4BYRhT5dXRoimos77NeImeYgiLgbO3Fa7+s10JMSIg0D+JMWq1WeL1e3Lt3D16vFx6Ph+8F4laLwTo55UajkRuRYrEYTCYT2u026xZT1lGSJLRaLZRKJab8zSPEM4VAfR+BQACBQAAGg4FpDb1ejylKjUaD1+Eyu7qMe5TuX7KpDoeDm2wB8D3c6XRYtWYye33ddbvK+l/Fd1jk60XUO7EiTHKTrVaLKay0p8XqVbVaxfHxMWq1GgqFAsrlMur1OicCrwryTwCwP9lut1nmkmQbP1SB59YdbDFbTNk7n8+Hn/zkJwiFQohEIvjqq68QDofZkWy1WkgkEvjDH/7AjrU4pIMeRzJqpJH45MkTpk/E43Fsbm6iUCjA6XSiWCxyFpcOSpqEVSgU8Pr1azbaYjBAuO0bYHLdyKnQarXQarVjDgZpLJOxmFQZod85HA4Mh0M4nU74fD52HJ48eXJO6pCy2CIHcjAYjF0LkVJCNwWtKX0nJ3zWx9BSRYCMtNvt5kYsCkx6vR5zH4+Pj/Ev//IvOD09RaPRQLFYRKPR4HHq1EQRCATYAXn06BG8Xi+cTidisRhz66PRKAaDARwOBzQaDfL5PPb39yHLMiRJGiuZAXcf9N0VzGYz1tbWYLfbYTabuR+hWCyyKos4DvcyTCvviiOVHQ4Hq8VQsEk8QJFiRt9ntYfjJiHacCr1+v1++P1+PH78mLv9KZAUg00CHWAUtFJQ2+/3+ZpS0E42p1gsYnd3l2lUv//975FMJu9qGT4I4r4T7bPD4cCjR4+wubmJcDgMp9PJDjbtu1KphGw2i0wmw9UUYLGds+uAVIDMZjMrQK2vr/NeoqmNkiSxKtCHnEsX0SPF319Er1omGI1GBAIBRKNRmM1mPks7nQ5qtRo7urlcDvV6nbPTtVqNFUJkWUa73ebHU9BJuGj9CTS1Ua1Wcz8fVZnFATQfqsBzJxnsyQysxWJBJBLhrvLV1VWEQqGxTLIkSTg8PGRHI5VKoV6vA3i7aW02G2q1Gmw2G2RZ5sifurCtViuMRiNarRYcDsfYFCcx6zUYDPgwFd/vJO7CyRbXjTLWk9nsSdkw2mTi56CMN/DWmZx0MsTstNixKzYclctlWCwWztxqtVrmbxP9RhR6n0YVmVWIwQxJBJFmJ3B2kzYaDY6mDw4OcHBwMMZpF7MoFosFxWKR97vT6eRrRN3rREWha1Wv1+F0OtHpdGAymfjaTmLZnGvg7AC12+18b1MApNVqcXx8DK1We639Nq1MbzAY+LqLijFk0Ce5rpO0qEWFaItIUi4YDGJlZQWRSARPnjxBOBzme0d0oIG3wx4Gg8GY6g5ltimTbbfbeR3JphUKBa5EDgYDplDNGyada/pOZXSiAnq9Xg5KKPPWbrc5g03NebOetLhtEMWLBszY7XY4HA5uTqYMNgUn1xnE866E2zQ7cBV61aJC/Ox0FlIzIwWO3W6Xx9VXq1WkUinUajWUy2UcHBygUqmMye6JCmlE9518PWC6HSb7A4Bfd9p7FgOi98GdUUT0ej1nnMgokwQf8aNlWWa5lePjY5bSoRuk3+8zD1ilUnFGut/vQ6/X4+DgALIsw+Vyodvtwul0sm6tKLNFUQs1UFJpXywJT+Pn3jaIm5jP5wGcZX9cLhfK5fLYQSZyhlQqFX8OOrQm+YsiP1vcVPSa4o0xGo3GnHhqJrVYLGg2m7BarWg0Gmi32+xkTuN7iw2WsygnRetGZWv6EvdEq9VCPp9HPp9HNpvlqFosNYrZCvq8tD8PDw8hSRKq1SpMJhOazSZTm0wmE4Az+lS/34fD4YDf7+eRx7VaDZ1OZymcuYug0+m4CcxutyMUCsFut6Pb7bI+Oe3fq6zPtMeI1Ct6jNjcK/ZqiK+zqNdDpRofW0xqACsrK4jH46wzTM1KdHjSQUiO4GSiQHSuxUNNvH/o3tNqtaywQcHrPDotk/xo+lxarZadQafTyb0atH6VSoU5omJlcBmqJtcBBeBut5sn/NEaUoMyZa7fBxf1G4nSwWJiStzrk3ZkFmmTNwm6vylhNXmm0iA24sOXSiWkUinutSuVSpAkiYMh2u+TymaEm7LDH3pP3ZmDbbfbuaQYj8fx5ZdfIhaLccav3+8jm83iN7/5DQ4ODlAqlfD69WuUy+VzNAPa3PR7KqvncjnOrHzyySfsCHq9XqaO0I0g0htGoxHsdjvPsheVRm7zJphWtq5Wq3jx4gUMBgOcTieOjo5YXYU4kOKGE3mqFosFPp8PFotl7HXEG5yMPGWlqLxLB+skX5Akt2iNRDoJlVpEhY1MJoM//vGPyGQyqFarLO4vfsZZAGUvaboUZbDpkO/3+6hUKnj+/DkODw+Ry+WQzWZRrVaZRjPplFFgSGL2mUyGA8xisYhIJAKfz4cnT57A5/NBpTobcmO1WlGv1/HgwQPodDpWGqHAZNGduotAjt36+vqYNr7ZbMaLFy8409lsNqf+/bT7a/L/dTodNzcCb/s0aI9Payhb5OtA9lmn0yESieDP/uzPEA6HEQwG8fjxY/j9fuj1+rH+F5EmRnbAaDQyXUSs2Exmjabx54m/ORgM2E6LagOEd13fWYFISaJeJKrkxmIxtkPD4RCyLOPo6AjpdBoHBwcol8t8Zi0r5eAiWCwWxGIxFgQwGo28hsfHx8jn8zg5OTlHBX2fvUIOJPXsEC1QPAcvmk8hTpqefB+zvG+vA6omkKqWxWLhwJGorb1ejylP6XQaf/rTn5j+JLILxGrNZJWe8CFrN2k35tLBNhgM8Hq9CIfDY1/Ee+n3+2g0Gjg9PcWbN28gyzKKxSJrAk8aUpVKxWUGAGg0GpBlGTqdDrIsw+12YzAYwOPxsGg53QharRb1eh2j0Qj1ep2NNjVYEu5is0/e8J1OB/l8Hmq1GrVaDb1ej6kvVBEQDyaR92i32zEcDmG328deg7KrRI2htRkMBnA6nXzoTfIkJ38vQozciS/YbDZht9uRSqWYdpLNZq9k1K76mJsCZbDFSJsMKHC2Zu12G4VCAclkEqVSCbIsc9exSBugm5T2Nu2zSqUCtVqNdruNQCDABpey3CrVmbwUVQq8Xi+PgiUpo0UxwO8DMUPl9XoRDAbh9Xo5sNbpdOh2u5fui8vWUKQtiNddzFy/q4Fy0a4RrYder4fD4cDq6io2Njbg8/k40BGbqkVKGcmA1ut1DlYpSy0GpWKWDzhPK6MkgNls5ua/i9Z5ntZfVK2x2WzcmEcZvtFohG63OzYYRRwlfxnmaR1uCv8fe//1HFeWXYnDK733FkDC04BkkdXVXW31U0sjhWImYkIRmpnQXzivExN6mQmZkZtuTXerq6qrig6Et+m99/k98FubJ5MJEABBIDNxVwQCJEzi5rnnnrPP2muvbTQaZd0kg836oWKxiGw2K3uoOj5XHSvOXcr8LBaLBIXcTxhXkLhTM83EefKGm94HrwvqumE2m2U/VTOE/X4f1WoVxWIRuVwO8XgcJycnsn58zAHysuvDRQ44FxnnGw2wyQoaDAZ4vV45pVMrTQkEuy4mk0kUCgUpoDsvDTb6NXUCUzRfKpVEVE95CG80ALm5lUplSF95myfJcdIUBnA8hKhej9SO8+fMZrMcNBwOB2q1Gux2+xBjxFMh07CUmjidTqTTaTidzqEmKSrLTdmJ6uQw6lzC8dbp3vqcLy0tSSUxbQHVk/5FxuGqP/Mx4AOlasupg+SBgUya+lltAKReJ4Nu1gLQsYISG3XBttlsCIVCohW02+3Cal2lOcI0gwEVZVF0+SAbxDTiWc4AKj60gKppTFUWMprZusrrTxM4f1k/4HK5sLy8LIcaFoGyYImster4pDpBuVwu9Pt9uFwudDod2Gy2odQ6M0Xj2CQ2WMlkMsjlcvLsjcM0jb8qeaIT1qikgIVdTJlfVF43TeNwXeAexiygKlniIaVYLL5nbXgRcG/lOmy328WJi65QZrN5qLZLbf8NQAiVUqmEw8NDlEqlIbeui8Q5Z13bpIGxH1lsBteU+A4GA5GSUhZyWV38ebjs+nBd43wjATYXSYvFIizr2toafvzjH+Px48fSLY0eh69fvxbnhN3dXZycnKDb7cqAj2LcG+VE1el0KJVKSCQS4ntoMBjgdruHAv5sNot0Oo3T01NxxeCDd1vBy1k3kOwoNxq1U6AqSxgMBkM+2Oysxn+TeR71uebEV+0TrVarLPo2m02kI+q/VUmJyWSCy+WSAwwL+ujpWqlUsLOzg3q9DoPBIBKdj7XFuU6MK1xTD1xMebPjEyU2o2yEukmqRRlkN8rlMvb395HP59Hr9bCxsSFyHzqL+Hw+8RB2uVxSX8AF/K4E2Kq7C10meEDngZOFp8Vi8VxngA8tkKoXMQN4dj1lkdRokD0tsoTLQGXxQ6EQfvzjH0sh+rNnzxCNRmGxWOBwOKDX69FoNHB4eIhisYh4PI7f//73iMfjQ6RHKBTC48ePxb6PB3B1reLf5iZMlrtYLGJzcxMHBwc4OTmRrM4opm382QwlFotheXkZLpdLdMN879VqFUdHR9je3ha5jYbxsFqtiEajWF5elg7QJpMJzWYTx8fHePnyJQqFghTMXTbIttvtWFtbg8fjwcLCgjihqbIH1YlLbZanrhN7e3v4h3/4B2mUQovXWQLrCtxut4wBfd25JtAthHa3rNO6CYLzU63bnzTAHhdoWK1WOVWSwSYjxRN6NptFPB5HKpUSRvkqJ0xurCyuM5lMQy0zGXzyOmu1mlSqkhGeVHCzJ5s6qj8iVE2jehpUAxU1wFYxri07K7KpZ3e5XGi32/JvPjQMvpkCGm3n3mq10Gq1pEsZDwOTlsrkRq+C40i2lIWafA/A+37lo0VbaiaCizB13Y1GQxhsjhkZEqvVKs4tDPrGXeOsguMx6u7CQKTdbssHn+GrHj5UmZDqHDP6cZU07iRj9Po5hzkP5+fnsbq6KpZ8lIWQmWMRGdsOb25u4ujo6L3nPxwOSxExsw3M/IymzYF3cpNWq4VcLodEIiFFv8D0BdSjoKSBDDbJEFX3P8rynUdITPs8/BjwUMgOvCx6Zq3WVbIAo6BMKhwOIxaL4cmTJ1hZWRkiu9h1tNFoyBrOmiau21arFS9fvkSxWBQnqWnEefONhw7adapFoIxlWLxfKBRQKpWGMgs3MY8/xfPySe+kukhSD8wFORwOSwpM7U5VKpWQTCZxcnKCbDZ7La2hVd3wqMUdwcWLln2j1z7JUCUH4743boKquuCzJjDvC79PTSvZWgbR7Fhot9uRTqclI8FWyGQabTYb+v2+LHRWq1UYcQaUkzLWHBvasfFAoMpp2IhI1aTz/wwkVDZD9RKnxISyHEpvGHzQ7YaHPGYfeECl5piV1eelyWcJqryLHVudTie63S4qlQq63a4wRleVd/FgRFkU2RZ1PVAPpeOerWnG6PWbzWb4fD7YbDZEo1FpHU9ZCKU59Xod/X5/iCBhVorPOwNHvg594Jn1GpVTEWptDusXGCDNSrMftQEHD41q5ovZk+uQP90FqC5QahEsx/Kqzy/nJhnyWCwmDkasmSHa7Tby+TxKpRIsFos4lKmZX/pC00UqlUpJv4NpuofnXSsPj4FAQOz5AMi6zeCaUl4Wfd7kGHyKv/PJj0pqoOrxePDZZ5+916mRxS/1eh2Hh4f47rvvsLm5KYWKAD4q2GWATT0lCxD4WmQjy+WyMNgMfPhQTupEv8h1nbUIc+M7axIz5c4AslwuyzhyQ2QgAkC6uJnNZoRCIWxsbCAYDCISiYiLCzdaNrrxer3wer3odDrv2QfeJtTDRb1elwdfrfgulUrCOJC9Znt6So9YXEo9HrWp3CB5cGHxh06nk5b1PNkD7/SEZrMZkUgEGxsbsNvtYrpfq9UuLGeaFhkDAy11frIrG+VI7HSXTqexu7uLbDaL/f19CbbPW6DHjQPns06nE9kDAx6yiTxkqXZRo68zS3A6nbh//z4CgQAePHiAp0+fYn19XdaBfr8vEq9arYbj42P8/ve/x+npqdQoUCbGro7BYBCPHz+W1D2DbGYnRjM9bAZBm9KDgwNsb29LBmkWoBb+h0KhIe9rZmTq9bpYe3L+EeOel7sIVdqn6n45jmr3xssWz6kZSb/fj6dPn+Lx48fw+/2IxWLw+/1De0StVsP29jbi8fiQLHNhYQE/+clPYLPZ4PF48PnnnyMWi2FrawvHx8fI5/ND8olph91uRywWEwkUbWibzSaSySTK5TKOjo5wcnKCRCJxriT4U+BTjfGN5CIYZJtMJoRCIcRiMVlAeLLkQlkqlZBKpRCPx0XreB0VvmobcbVqVWVyVdN5AGc29Zh2jFbonwUyUwT1fgyymX3gIqD6uEajUXFw6ff7uHfvHjqdzlBhKdlBMoSjUodRFusmFxoGtzqd7j3WiJIQVXfNn+UCTEaarLPdbhcHEcp1GEyoDDYACcTVBYYMtk6ng9PpRCAQEFadzxE19BcZp2lIH48rDFWLZVjgSG1ltVpFNpuV4OMigcY4OQQzD2TLyZirKc3zJCKzBjLY0WgU4XBYmGdgWC7FQ2g2m0UymcTp6amwhZSJMfMSCAQQDAbh9/vlGaFkTV0HVCmVWlRcLBbFsnWS6jY+hPOeOzLYLpdLDhsAhuab2t57lMEe97zcVahSMs4rVVbJD5U8G7dejLtfXOPZzp7do91ut5BH7NNB+V86nR6KNygfGQwG8joOhwOlUmmoV8U0rNMXATXY7FnAvY6HkGKxKAw2Hd0mMfa67P345AG2euJjeps96JkmYBqF5vkMZM5K4Vz2Taodnbhw8bqYrqcWtl6vy8Mxycz1x+Bj35M6+VWWadS5he1H/X6/FPSNcwf4VNf5MVDTiZVKBUdHR7DZbHIQ63a7SKVS4iCiFog6nU7Mzc3B5XINeY+3220p3FA9gdmww263SwDDdKOaMlfrGOiT3ev1sLi4KNISto5V5T9nvb9Jx7hDoOoMwCIwAJKByufzqFarV2Z+yGCrzUzIXvPQwxqNWV4j1MNyMBgU9okFjcDwOqDq1d1uN1ZWVuBwOIZ+JhQKYWVlRdLEdFogq6cGh1yTuW7QMz+fz+Pk5ETu8bSN/7hrVZ9tZrNUSRLXVR4kmFnhukMSRGWw+bc4/qqt5F2BuoaProWjMtGz7gs/8/ss3mfhucfjkQMRAMls7u/vo1gs4uTkBEdHR4jH4wDejb/H45HGZL1eT4p8ybbzMH+RfXKSwevnuLHmSpVN8gByGWLktnDZ6/rkATaZNzp3zM3NYXl5WextBoMBarUaDg4OEI/HxU2h0WgMVY5/zOlcZWD8fv97jB/w7sHI5/OiCRo1M7+LGJdGV9ld/l9dzHU63VATGbqGsMkK8E63PKlQ2Y50Oo3f/va32N3dHTow5nI5pFIpSVGTLZmbm8Mf/dEfIRaLwev1YmlpCW63+73mOyx+oVc5i0BYZU19HjAsXfD5fNjY2ECr1cLc3BwAIJFIIJvNYnNzU6wP1eYFo+9tGjBuobVarZibm0M0GkU0GpXxaTQaiMfj2NvbQzabRaPRGMp6XRQ8wPCe+P1+hEIh1Ot1ZDIZ6d7Jg/gkbwYfA+pLHQ4HHj58iJ/97Ge4f/++tDhm0Ka+f4vFgl6vh1gshkAgILIvsv+U9fDgqHbLHdW4M7gul8tot9s4PDzEv/3bv+Ho6AiJRAKZTObWXZ6uA2q2hHZv7Gug6obJ3g8GAymsazabMJlMknEdfV0AwqLyMHKWteRZ++s0zm31vXS7XbTbbRgMhqH3TntZtRv0Wa+jznG73Y7l5WV4PB48ePAAi4uLmJ+fl99pNps4OTnB3//930sjoK2tLRSLxffG9ac//SnC4TAMBgNcLhcMBoM8H2azWep/pg3qwYT/djqdWFhYwPr6uhxKWNx8eHiInZ0dnJ6eSh3HdV0DcLtz+EYYbAYe7OJDC7IPmeePMqVXDbLHMdi8NkJdxBhcT+PichY+JtU07nfHBRZkTQGI9/hgMBg6sEwL48T3wi6fJycnKJVKMo8NBoN4+9L9gF93Op2IxWK4d+8e/H4/1tbW4PV6h9jvZrOJXC4nmyS9x1U3BjUAUeUnZLA5RxcXFyUNenx8/F7dAnHWHLisFOc2WZVRb1s11cgaCuqvVVz0mnmQIZNIKQrlOOVyeShr8bHStUkEx4DZxkAgIN3wKO1S12U1e0PmOxQKSSaAa67qA8wDrEpyqFBle6zROTk5wd7enlh4TbLL00XBZ5ofqoRODe4otQEgPsuUGQDvP7MkAdQ26vx7Z8ke+PVplpmo2T7VfYXPKuet6rlOjJOKjY4VMzTBYBA+nw9ut1uKrJl5L5fLODg4wKtXr1Aul8X2V0Uul0O1WkWz2ZQDPSWTqrvXNDHY6rWOBtmUiPh8viFPchKbqif5dV7Pbc/hGwmwR4sLadPCASDbVqlUpIvdWQGc+vmiUC1iGATxAWT6SC1+YPHZLOFj3s9lfpcPFjdWptipsx7tiqe6ckzSmKuMfKfTkSJC6nINBoOwmNzo1da3ql0cNy3VXaTf78tCo7J5o3IQddFSNwNq4J1OJ+bn54d03pFIZKjojLpxlcVSn6+rML23BQZ+Pp9P3m+lUpFCz2q1inq9/l7wdd7c4r0BIB1R+TfIrPZ6PVSrVelEOE6CMgkL+seCc496aTqG0BZSrWPhe2VgSCtOtSnVaKDT7XaHnn/g3fqs6mSBt7ap8XhcgutsNitF6NOku74oOK7qOsm5aTab0ev14PF4sLq6CpPJJOvSOJaTY6wy2GoGjRI+7ndnvc60YTRuGP2/StKN/t5ZUANttRA1EAjAbDYDgBTf1mo1JBIJFItFaRjGtUjNfqqyKJU84ffVNWlaMEo2qO+DpAX3OWYWGo2GdG78GMvE867nNvHJA2wWblitVrhcLjidTjidThl8NoTJZDI4PT1FNps9t6HMeRq2sx4m6n98Pp+kJnh6arVaoo2tVqsiZVBPj5Nwo24Llw2uGRTSVN/v90thg9vtfq+NcrPZRK1WGyoAvOzf/VRQG/qkUilhFjh/1GYxDK7JKtVqNZTLZdFtq6ngwWAgBz41yOAc5muNskos2gEg9mhzc3NwOp3CnHz22Wcol8vIZDJ49eqVMAOU66jB9lnp9UkOFK1WK2KxGNbX18Uistfr4fT0FMlkEqlUSoIG4kPvhQGiXq+Hz+fDvXv3pPW30+kE8NZLP51OIx6PI5PJiM79Y6RrkwY1APB6vXj8+DFWV1exsLCASCQiYwG8n1Hk3GZBIwPmdrs9lMHiZ/V5UBtaqQfuVCqF3//+9+IssLm5iUQiIQXGswI1COFBWWUy2YXXZDJheXlZ7N7U+3Ve4Mj1RA2q0+k0Xr16hVwuh3w+L5mB0deZxjk9KmUclzm9CJkwbkzpqPPo0SPpBcHmRy9fvkQikcD+/j4ODw+RSqWGZB4kZ3gAVV2z1IMrMz+jDPa03Bf14M2DIusGnE6nFIF2Oh3k8/khR6Drapx01r2+6XG7EQabE4pWZNRe82TX7XZRr9dRrVbP1I1+6G+M2+RUJpDpF3Vik83jQ0DGkcHHLKTMrhsfCr7GbRY0lyfrOs6NYXTML/t3+TPXDS7S9Xp96L2NsxTkRsbTuTqXeH0qK0H2QwXnJBdXdQ6qv8t/m81muFwuAEC9Xofb7Rbmr1arwWw2w2KxoFAoiFaT6cdxuKiM5LZAmZnX6x2q1mf1ea1WO7MB03lQ56zP50MoFILP5xuSoNAiTZUnzEqQPcqkWSwWBAIBsYxjQSKfWVUWwt8HIIXMaqEWs0Bq22j1oMrfG5VDVKtVJJNJCVay2SxKpdLU665HoY49gyu1AI/jqe5lnU5nSH4zjvEcZXLJFjYaDZyenqJarYpch4YDowf7cdc6SXP8vOtRA+2rrmmjr08GOxqNSoZrMHjb5pskIW3nmElTGWwyuaPZybOY7Mu830mESgxRdqeuIXSOYxfjT5WZuq1xu7GWQWq1OSeOWmjIhWW01fR5GN3URrVSPPX7/X4EAgEEAgFhsNW0b7ValZP9aGvlccz4XcZFUmk6nU6qrMPhMHw+39DBhuOrWk59yBHgIuP/Ke+ROsfGzWUGxjrdWx/r09NTAG+DXofDgXK5LJujykypDWk419TgQd001a+rKUa14yPT9D6fD4uLi9Lkx2QyiRUS20urloMXff+3AXV81DoOVdpFvTzHVPUmJ5uqdm7lz3DtodVfOBzG+vo6QqEQIpGIFORRJ+9wOIbcL257bK4Lo/Obsr3RNDcwfFDknGw2m6KhZGaQ6yulSqpEgU47DodjqJkSO9/V63Wk02mk02mkUikUCoWZLSrle1IDj1ErOR4A1cM25Te8F+exzwyi1Xbha2trklHO5XIA8N6aMBqYTNrYn7df9Ho9kZ7SUlatE2BtxXlSDI43n3U6odGSj5LAer0u9pT5fH6o0ZV6v0ZJpU6nI0GnupecVQM2aeN/HtR1VrWc5IGb40N5GZvQ8evqGIy6lvHfF8VtjduN+WDzMwedg8i0CL1Qx/khj4M6YccxGjQ293g8uH//vnyQUdXpdGg2m4jH49LSl40M1Gudpgk9CeDp2+VyYW1tDWtra5ifnxfvS6aJeXrlAUeVLUwyRhdN1VOd18/U9uvXrxEOhxGPx6VFLrt32Ww26Y43qsEm+6cuzKocRbVQY+BInabP50O/3xdJFNNudNY4PDzEr371KymGjMfjY1mDSUpHskjZaDTC5/MhEolgfn4e1WoViURCig55qB51rgiFQpJ258aoHsBVFxeXyyUWi7xfDMADgQB6vR5qtZp8X5U0TDu4jup0by0fC4UCUqkUrFarFB+NBtc8GBeLRZEZFItFHBwcoFgsolKpCFuq7gOrq6v40z/9UywvL4sTjMFgQKPRwP7+PrLZLLa2tvD8+XPs7u6KTngWxnkc1IMNez+o7iCqPMxoNMp94uGEh8VxmTWOO+cxAPj9fkSjUbRaLezs7KDf7yMQCKBQKIjF3LSC63Or1UI2m0UikUC/30csFhPWn8W7DOrOeh0AQ+uz1+tFNBoVa9R+vy+HyK2tLbx48QKVSkU6jKr3hLLCwWAgPTcajYYE71zrqZefpiZW4/YL7knMXgPvzCR40O52u7Db7fD5fO9lsVRjBK4z6uHjopms2xy3G296zxsxTl/KgOFDDLbKlJ7FaKjG5oFAAH6/Hz6fTzxGAQjDwo1Ateb70OtrOLtJB5lEr9eLUCgEr9c7ZI3IE6zKYF+2o9ZN4Sxdo7qI8GtcEFnoYjabpTVusViE0+lEo9EYqkNg8x1+5mLLDVNddMn0q97BKtRN2Gq1wuFwCEsSiUTQbrdhtVqxvb0tDi+qPdq49zwJc58MEhdrh8MBl8sl4825w5/hJsrai2g0Kt0fedBhh01KxzwejzSwoU2iKnVgcEInItWreJYK7ni/VQablqmEOj+44bXbbRQKBWGcNzc3kclkUCqV5DDHdZ7PzA9/+EN0Op2hNZet7tPpNDKZjHzMMlSWbpS9ZlGomnkZZaopyxknE+HrAhiazw6HA16vV/4mD6yqXISYVqKJsq5KpQK32y2EHiWrquf0eVClHexW7HK5hjJo9XpdbFvpOKTuEeo+wTHn2qxKrohRC8xpwLh4YJTB5vvie1cZbDVgZgaFigJVujSJccJZ+OQBtqq/Uz+rg0nrMafTiWq1OvYUrmI0kFPZPJ40g8Eg1tfXxWKKzJZaFMLCMLWCdVpOjJOA0fExmUzw+Xxi06XKclSHAC5A9XpdPiY1wFZTd3y/owGo2shB/TrZTbaYZ3aEWZRarQabzTZUZHdWAwS+Vq/XE5suzn232/1e0EgwrcxnxOfzYWVlBQaDAYlEQrTZk87EcpwZdDCoUItm2LKY64nBYIDD4ZBiJIvFIoH0aBYAwNCGpxYYMavg8XgwGAxQKpWwsLCAVquFWq2GbDYr/q3TtimOg6opZUByeHgIYJjNq9frYquaSqXw5s0bcfpIpVIolUriTtHv94fmJ9cGrg88fDcajaGC9+u07ZpkcN6QcFDdJsj6DQYDlMtlpFIpCYYZnKnOLXw9YLiAV53/6tdNJhOCwaBkCEY9uKdxPnOv4f7udDplDPl+q9Uqer2eyGZGvd35wbHjYZyHmU6nI89+JpMR2z2uIWrGRg0Q1ToHEgG8x6rjy7TZUI7OEzLYJCO4r3HtZbywsrIi+w6JIxYyc36rY8qx6XQ6UtPBBmCj3vi3PXc/eYBNlxCyxXTrUMX8rN4ny6a2UD+LIWV1qsvlwsLCwnsMVSAQwKNHj6RrmNqanYtXo9HAyckJtre3EY/HUa/Xr6Tv0fAWTqcTq6urCAQCePjwIR48eIB79+7JyZ9pH268uVwOmUwG2WxWHphJxOgcVD+PBtc8xZNdrVQqODk5QS6Xg9lsxunpqbCsXKxHU2Aqq8EFQ4XJZBKLP6/XK40PQqEQHj16hHA4LIwrA0jq/MgolEolbG5uolQqiTa2VCqNbVpxWxhl6dT0KSUhsVgMg8EAsVgMa2traDQa79UCsPOaum6oOkBqKFnB3mw25T7yHjmdTiwvLyMajcJut6NYLCIajSKZTOL7778fYlqmbWMcl7EolUp49eoV9vf3kUgkYDAYsLS0JFIZm82GbDaL169fI5fLIZvN4s2bN8jn8+IcQkkTgwa3243FxUX4/X5sbGzgwYMHuH//vmRe2NH31atXePHihXia3xWwWJeFnMFgEBaLRdbMVquFZDKJ7777DqlUCs1mU7qKqkyhul5w/rN4d3V1FR6PZ2ivdDgc2NjYQDgchsvlwuvXr6W19zRb1tZqNRwfH6PRaECv10tAzeZJoVAILpcL29vbKBQKsg7y+VWZf/pd84BoNBpRq9Xw5s0bpFIp7OzsIB6Po1gsDq3n6kFFtWnlYdPv98NgMKDT6YjVaKPRGPLZHyV4JhFnqQjsdrt0NGYtDPc+4O0Y//KXv8Tjx4+HiCPGjYwJVCcY7q2FQkGkaLlcDtvb28jlcu9pvG+TNLpygH3RtBGLAAAMeU2rhUg6nU5S2mpVNH9f/ZvjToHUU7lcLszPz8PpdCIYDEqwRzcLdYMF3jWnYPfGSQ3wPiWuM/3HE2k4HEYwGEQgEIDP55N7RQaS2rNGoyH/HscCTxLUhU5N0Y6OnRp463Q6CTaazaYsyqpekkGjqkkb/TeDSx4OWejHNvStVguBQADtdhuLi4tDLLaasVGvnePu9Xphs9mEqZk0jB5k1BQ6ddRk+UKh0HvFMGT5VZcErkks5mo0GlIDwEC52+3K+gS8ndsej0cKp+bn5+W1uGapLNUkb4bjMHrNZLDVBkYA4HK5xMM9mUxib28PiUQCuVwOOzs7KBQKQ0ygCgYqZK5p4anWFzSbTdHNMrM1KmGatrG9KDjvms0m7Hb7kH6XnsHlchnxeJTqFnQAANPBSURBVBzHx8doNpvS9fiszJfNZkMwGITVakU4HIbT6ZSgg2y2yWSSfTKTycihUsWkycYuAjYx0ev1kqGm5poe1tlsVoI6dY1XQZafnXW5fvNAyM6iZLBVqOy1+nqMXRhoqkWP6mGdvzstY66CmT86yKkF/cyesNMxM9+ck1wLVDtZVZ/d7/dFOpbNZqHX63FycgKTyfTe+N0mrhxgX/TCVUaHqZREIiHep1arVZoacCBXV1fFioiDrAbH6kmHKQaPxzNUuKSmyjhJ1cWHJyFqtBqNxtQxT9eBj52AdK4wGo0IBAJYXFxELBbD3NycLB7qHKjVakgmk8jlckgmkxJc3/aDcBmMu1b14KdqgPlvBipqgyV6KatBtSoFUT/4Owzc+fMmkwnJZFKCRZfLhUwmIy4NDMTZflctkvR4PFheXkar1ZKukpPWfprPqno4o9aRLBz9l2nxSV97ygtGNa5qgM2gmjIZ1guoBMDotQDvt2OepEX9Khi95nHPbK/Xg81mQz6fh81mQy6Xw+npKfL5PEql0li2U12T5+bmsLq6ivn5eSwsLIjukp18GTDSrlV1YphVqFIE9f+c72RDm82mFIUXi0UUCgU0Gg2R6Kj6dvW1rFYrOp0OLBaLHPLz+TxCoZCsDb1eT2QhHo8HPp9PCqSZgZhGUEIAQNYMFiqzRsjn88Hv9yMYDA7Z6qkBscVikVou9hxgpiGdTotzSKfTGRsM835SOmmz2TA/Py+ZBUrNaGOp1nRMa3ANvOtzYTQaUS6XkUwmpRcGg23GhPV6XcbCYrGMfS6Ad0XWBoMBdrtdMopms1m09mrxO3/3tsbwRjTYZCGy2Sxevnwp3eaePn0Ku90Oj8eDjY0NrKysYHFxETabDalUaqgbndpO2ul0SuGSqrFUU2n0GFYbgDDo5kbbaDQk0KN+R8PlYLVaEY1GJe3285//HPfv35c2y8BweiebzeIPf/gD9vf3EY/HhfECJpsZGWVw1Aeen8kWc0HmfFULafi79P/kwY5pdBXqJqv+LVZhk5nJ5/NS0Le5uQmXy4VwOIzPP/8c4XAYXq9XDqF05NDr9VheXsYf//Ef48GDB9jZ2RnyeJ4EPTbHWPXLLxaL2N7elhQ6u8Q2Gg3k83mxeWPqkPZZ3Dx5eGFA3ul0pCmS1WrF4uLikJaVHuPcJNVMi6rd5mFpkufwWRh3zUyzdrtdZDIZfPPNNxKEkehgQyXVmm/0uaC0xuPxYH19HX/2Z38m9nAej0eyiPv7+8jn89jZ2UEqlRJf3LuQVRydW6NFcPSvLpVKSCaTODg4wO7uLlqtltjLAsPOWnxdVWvtcDiwvb0Nl8uF+/fvD8kdvF6vBN8rKyvyN1kvM42gSxgLFF+8eIF2uw2/34+1tTX4fD7UajU8ePBA9iYW3KuEidvtxurqKhYXFxEKhdBoNJBIJKQd+vb2NkqlEur1+pC0VT0sAYDb7cbTp08xNzeHe/fuYWFhAV6vV6SSZMNnpYkSDyLtdhvHx8f4wx/+gFwuN3R457rBdZhuTrSU5FozSq6azWbJgg0GA+RyOczPzyOfz+Po6Ai//vWvcXx8PBR73AY+eYCtDibtwjhwnMg0bye7ViqV4HQ6US6X5fRDFo6SEC7a9Pm12WwolUpDRR/AsK2amtZXWSwyJneRwb4sRk/URqMRDodDUr+xWAwrKytSdKOyh7Q4S6VSOD4+RjablcDkrNefJJzlKDIaZJO1ZgEeNzhumpxnZKXIuo5KQc5KtQOQYLzRaEhNg9Vqle6RXLwZTJI54YZKycPi4iJcLheazSacTudQY5XR935b92WUuc/lclI4qxZoMuArlUrScZEuFtSac5wZYPd6vaE6DpPJJEGjWiyqXgfwLpgB3s3tWQPfa71el8I71SZLhTpv1SCb84zNOVZWVrC+vi7PBQmYUqmEXC4nrdCbzebEy8auC6M6WzXgVuf2KIPdarUkgAE+7Hxls9nQaDRE6sDgnEXBLJgms0uZ1LSCzYoASBDr8XiE9OB7JTtNT+pRi1Tq14PBIFwu1xCDnc1mRQ9PBhsYtvnlvTCbzQiHw1haWhK5jsViESaXbmZc6yZ1H7wo+v2+HLorlQqSyeTQPqg+34PB2+7GzWZTLJt7vZ5kE9X7wntDW1XWJHW7XZGckUS67fXjRp8etmil1Qp9ONWK/m63K80HKDGo1+tDbiG06aI5eTqdBoCh1ECv18P8/DysVuuQ/kf1V2QakieoaZ/QNwGyIhxPHna4cHDCs3DJYDCIywCLTtLpNLLZLCqVynuB3CTfg9GDgPp1o9Eo+jGfz4cHDx7A5/MNnb7V4q9cLicFGWcxiBdlRNVDDNkmBpbUbXJzZWDK+2e320UaEQ6Hkc/nxXJKbVt72/eFf7/ZbCKTyci8MpvNODk5kcCbafPDw0MUi0VUq1WUSiVxXVDlN2obZeCdrRQdjVR9pMropVIpxONxxONx5HI5dDod0WDf9oL+qTCasj3r+/1+f8hpxO/3Y3FxEXNzc7IeM5tDdpp+7OyCN3ronmWMSkKYneJ+pBbl8+dZxzQuy3TeuKnZZMrBRm3QmHp3Op1SL6JiWgO/TqeDXC4nbkJ0tzEYDAiFQmg2m7BarahWq+JqwzVyaWkJ0WgUgUBAmvTQHYrF0bwXDI45bmqdyPz8PGKxGGKxGPx+PzqdDorFIrLZLI6Pj3F8fCxyv1E3k2kE5Y86nU5kZpzX1FarH1Qp0HmEEibVXUvtWeB2u4UYaTab0t/E6/XC6XTCZrMNGQbcBm40wC6Xy1KZHg6HUalUpNPf+vo6vF4vdDodwuEwwuEwut0uHjx4MOSTCgz3uM9ms9jc3JTNlQHCw4cP8eTJE3i9XkkjM63J1DwZk3K5LBuuhg+Di7DRaMTi4qLIDPx+v1giqprAcrmMP/zhD7KIPH/+HCcnJ5L+nAaoLJP6NX622WxYXl6Gz+fD0tIS/uiP/gixWGxooS4Wi8KmHhwc4OTkBJlMZogVBYa7Vqk4r9CIwSMr0enSYjKZsLi4iGKxiPn5eQly1ADI6XSiXq/jyZMnsNlsSKfTsonf5gI/TpZTLBbx4sUL7O/vw2az4euvv5aObPSyb7fbQ51ZVX97dWzVqnQ1uA4EAgiHw3I/qBFmA47Dw0N8/fXXOD4+FrbVbDYPVa/PGtRMJPB+F13gXWGv1WqVrOK9e/fw85//HPfu3YPb7UYwGITBYBiS6MTjcXz99dfY2tpCsVhEsVic+uDiMuC4cQ4Xi0VYLBbJxKpF/1wzyXSq9+RDY0VGt16vDwWHdDICIBaKc3Nz6Ha74r5DqLUgt43LFF5Wq1VsbW1JrcmTJ0/EpeXx48dYWlpCLpdDNBpFLpcb6rQbDAbFkaxcLksnXJJFnK9kZVU/ftXl6d69e/jJT36C9fV1aZxUKpXw5s0b/Nu//Ru2t7dRrVaRz+dnIsAm4cODXL1eFzercQQS90p+qNJK3mt+3Wg0IhaL4ec//zkWFhZENuxwONBoNBCJRJDNZlGr1eQwehu4sQCbCwjZp3a7DZfLhUqlIqdDVpx6PB6YzeahNI06gdUUw2AwQCaTERarVCqh3W4jGo0CgKTEVQ0sPZhph6Na4mj4MHhCp9XQ0tKSdMmkzEA112+326IdZOq+UChMzEL9MeCcMZlMEkBQY7e6ujoUYFN/RjkTK9eJ89K7oz8zeg3MznCzJuMKvN2Uo9GoVNCrcijKRmjzx5bWTF2q7/E2MM7dIpvNolgswmAwiMaSG5ZaKDpqnzju38C7oJuSBroOcc2htKRYLErjk2QyiUQiIZsH9diqFI2Y5nVlNOU9+rVRkHWlRMrn84lsjL6/vKfsi1CtVpFMJnF4eIhmszm1mt+PAdfCVqs1ZE82bj5x3C4DZo3VLpHc+9QgnTUazOCo7DlfZ5Lm80Wvp9VqSSFiOBwWhxoG0F6vFw6HA+12W2pV1O6NkUhEagaazaZo4pkFH70myvBoGRwKhTA3N4eFhQXMz88PSdey2SxOTk5wcHAgcqCPCa7HSRlvGmrMptO9dcqq1WofPKCNykBUm0O+LuOLSqWCpaUl2aso5fF4PHA4HLBarWKQ8aHr/FS4sQB7VPDPinE+9GazGalUasi3c9S3lgEEU2ndbhepVAonJydIpVJyQ4nR7pA6nU7SMmzpO85nWMP5YDW0x+NBNBqF2+0WfbwqxaGOUtWq0Sd3mk/mwPjgQtXuqY4hZPK5ALCYyOv1wuv1DlnGXeXv8uuji4UqHWHB1LiUGfVs9GUtl8siebjtezTuMMGAgO9ZdfEYV9RyVsA7qp3n3OX75kZK/+G9vT2kUikkk0kUi0VxLVGlJpMwZtcJdawu8r50Oh1sNhui0SiCwSDm5+elPb2qo2w2m0gmkyiVSsIIMrieZjeWjwEPcel0Gna7XYITyiK73a70e7DZbO8RTedhMBgM2aOxcQoJKDU7zIOQaknH15g0QuSic6TX66FerwMA8vk8jo+PxX2CRXN2ux2hUEgsfSktdTgcIi2xWq2w2WxCJnm9XumKy2tRPcb9fj+Wl5eHLCkrlQpyuRwODg6QTqdxdHQkNsHXMfcn4bkZt25chEAa3b/UtZ6Hd4J7q9FolA+qFXiv2u32uQH2px6rG5WIcEEAgEKhIM0iLBYLnj9/LoUWZLD5PW72nHxkPWjDk0wmUavVhpog8AGxWq1DTHi9Xsfh4SFOT09xeHiIarU6FS4WkwSPx4OnT59iYWEBq6uroilj4RLwljFgEHJ0dITXr1/jxYsXUpQ3aQv1RXHWHBkNrE0mkwQUDLB9Ph/MZrMUwzx//lzkDNSnXeVvj35/9OeoIVabGKiyCDZSicVi0tiC9Q23iXHvV3W3YKBGdk7dnEYDbHVxH2Vj1XtHxoSOJWykcnx8jN/85jc4PT0VdyM2puI4zXIW7CLvi2us3+/HD37wA6yvryMajUrBrXqIKZVK+Oabb3B0dITj42McHh4K4TKrMpsPoVarYW9vTwK2H//4x8LMhcNhuN1u5HI5RCIRpFIpqemglOtDY0ZpH4vD2PJb1cUbjUa4XC74/X5ks1kJstVgflJw1iF63Fxl3UuxWITRaMS//du/4ejoCPPz8/jRj34kLkJ+vx/9fn9oPVDlCq1WCz6fTyzoVlZWZM9jbBMMBvHw4UMEAgF4PB4sLS2JjXC73UYikcDe3h7+5V/+BQcHB+Ie0mg0huQTs4BxhM+Hfp7r81lzja/DeIPBND/z8ON2u98r1L2MrOg6cOMlwhw01f6HTDXTMh6PRx5sWp2pp5lmsynFYmqLTI/HA5fLJWlItZiL6HQ6wqjSWQDQgmvgbJZqlAGk60ssFkMkEpFW3Wo6kzaI1WoV5XIZ2WwWmUxG0u2zCjVYU1vDcj5Sg8YmPF6vV3R7nypdNY7BZqtxBkXcdHu9Htxu99jipkkA14Gz2PpRcE6OY0/U76mSJv4c/cHZ2GN/f19qB9SOb6qM7a6uI+o4Wq1WRCIRLC0twe/3SxAHvBtbMtgHBwdIpVLSjGnWx/A8+RCzqwBQLBblwE1rWj6jDodDGtHQGu4izhOUQJG5JonFLDEZQhJTJLdUZ5hJBt//OAkTSQbgLYN9cnIi0i72E6B2mu9Zfa4pTWUAV6/X4XA44PV6JVPLwr1gMIilpSVEIhFxKKJxA5ur5XI5HB0dYXt7W/ZJrQbsHS6aLVM127yH6hxXMzDq793UfJ4YDx5unNQ4sRqd1n1qgN3pdERDprIdqgMAWWy+tlokogbYmkTkHc6TH6g+5IFAAJFIBJFIBD6fb6hLHtFoNJBKpVAoFJBOp2fCduu8ecKuXsBbCc3Ozg663a6kCTkfmaIlWxKJRKDT6ZBIJCRAuY4gg3+L3fNCoZDUOrBT26ikhRurmso/ixW/bVz0ekYZ7bPe02iraboNlctlsY4bJ6+Z5DH6lBjdpBj8WSwWhEIh+P1++Hw+uN1umfNqQyWOay6Xky57sz5+H2LPVFu5fD6PZDKJQCAwlPqmjGF+fl7mJZnPDx0ybTabSPtUmziTyTQUlKoOO9N0Ty56rVyrB4O31nCbm5uo1+tC7nFM6FahHsSNRiPcbrf8rXK5DJ/PN8Q8+3w+RKNR+Hw+GAwGKYRWm6ocHh6K1SJrwDScDY6/KuNZXFxENBpFOByWnhutVksOLGc1ELzJOX2rAfboQw28SwHzBMnFWYXaWletpKb5eCQSgd/vf6+IDHibhjs8PMTm5iYKhYKkeTWcD6vVKm3oHzx4gM8++wwPHjyA3W6Hw+EAMOzMUCgU8PLlSxweHuLk5EQYmVlKf6moVqvY3t6GyWRCKpVCt9vF3NwcotGoNHxhUM2F/P79+7DZbNjf35cU+VWM8cdt3OxUZrVasbCwgEePHmF1dRXBYFC8YEcN/J1OJwBI573RApNJgXpgJs5jJdQCGfUz3xsZfHbf5PpCx4Dd3V2xlVSbqajM3qSN0afEKLMHvJ0z6+vr8Pl82NjYwP3796UjLzWtTNPTrnN3dxdbW1toNBrCLs7i2kCcl0kBIBaQ2WwWNpsN3377LRqNBgKBAO7duydezI8fP4bdbsfx8THy+TwKhcK5f5Msnt/vx2effSYdNSORiHj1s0iXhZZqJ0312s8rcJ0WcK2mxWcul5NCRzbkov0sD4hcGywWi2RuKRFhYxiOjfrzdB0ql8tIp9N48eIFMpmMWFNWKhXNwewDUAsbA4EAfvjDHyIajWJ5eRlffPEFlpaW5JkqlUpyOKXxhZoxv+l5e6MuImfJD0Z1jJxsaoEY/88COqZjVLB6nRWkZKPUv03/SrbkHdW9TlqV9KSAaUoWa4RCIYTDYWFWOMEZHNKvmK4hH1sZPelQGWyyGNVqFa1WC4uLi7KRMaBjt0emhamDvOrYjM5bZnNsNpu4m1DOQ+stNQ1KBpupY7Xgb9Jx0evkWjAuyFE1l1yDqHFlA4jR1t2qHGpWMTq2o5Ibgge6cDg8JH8i+woMy8YqlQoKhQLy+bzIl2YZZ42b+n11HPL5PFKpFNxut+x5RqNRCugojRyXPRz3d7kehEIhxGIxhMNhKe5Tr0ttbjNqj/uh67+NteIq0jWu1azh0Ov1SCaTCIVC0Ol0CAQCorVmMyTVj5lERL/fh8/nG2oQxnGgXl1lrhOJBHZ2dhCPx8VucbThivq+JmmcPwbnyaIu+vtcn9kefXl5GYuLi4hEIvI8sIs3641o0XebTcBu1EXkqr83ykCNY7AAiBNCIBCQk+doARSN/M8y6tfwDurJkV3/IpGImLurejWdTjc0yZPJJFKplMhEGJzchfFWtZRWqxWZTAY2m006TQHvApLBYIByuYylpSVJoY8WLo0eXoB3ntmUNnABYu2Cy+WSjAMbAbHzKRkt9RmijVKpVBK7u0m+V+MkH5f9XYKHR4/HI2lz1dqT4z7K4M3qYVHFuPfH901Nr06nk/nGpjKqRI/jpzaaoof4LGe1VHxovox+vdlsIp1OSzfc1dVV2O12dDoduN1u6Yq7sLAgexmdiNTMLyVqVqsVi4uLWF5exsLCghSls46JbjkMApPJJOLxOKrV6oWyard1/0YPf5e5DgbCtI8D3q7XhUJBsgJ+v1+8rNmnQz2IU7fOzDvdSrLZLOr1OtLpNHZ3d8Xek3NeDazPesY+9H6nAeOyHuMO7fzMWEKtv1PNK2KxGNbW1mQOAxBLWroRHR0dDfVBuM19bCIkImexJMB4dkhlA9TXcDqdWFxcxP379xGJRGCz2QC8K3BgIw4W3mnap/NBeyiz2YxYLIaf/vSnuH//vng98yTPe0Az/2w2i52dHXz//ffY3d0VJvCuFJTWajXs7+/DbDajWq3C7/ejUqkIc0TP1ZWVFczNzcHlcqFer2N1dRXFYhFHR0dSgMsTONmtXq83JO1gcMigOhqNwul0IhAI4P79++ILykp2BuGjxb/0qGcxKruJTTo+NrgG3hbthsNh0fSxUJoFqTyc8xCjHtjvCkZlSKzLsNvtMJlMWFhYwA9/+EM8fvwYHo9Hut4xiBkMBkgmk/jNb36DN2/eiJc40+sfc2CaFnzIFQF4N87lchnfffcdDg4O8ODBA0SjUdnvlpaWpGtuPp9HKBRCqVSSwEK1ug2FQnj27BnC4bA0TAkGgxIo0oXr22+/RTKZRDqdxvPnz5FOpyVQHG3FPnrN0wyue3QXOTo6kgYxr169gtfrxdraGv7iL/4CVqtVMrac28ySM8hrNps4OTnB7373O8TjcRQKBWlQxZoOkiej3QxnDWrADGAsQcSfAzBUZKoSRJRZsuZrdXVVyKl+vy8uT//v//0/nJycIB6P4+TkRNzK7myADYxfUM9K447+zKh0hIU2Pp8PLpdLnBAGg4EURvJDLZC8SpppFjF6L6jN5YJNWz5aPHGR4YPT6XRE/0T2mp0K71JAwkJaFmVQU+l0OmVRJYNN5mNpaQlGo1GYD74Oi8LUAjHVo5UNbiwWC7xeLxYXF+H1ehEKhbCxsYFgMCjWlzTkV+c7/03mhR3e7pImkCyJ2+0Wv1tVmqZm0cbJeGYt6DgLo2syGWyLxQKn04n5+XksLS2J3aoqO+j3+6jVajg5OcHOzo4QHaoMYZaD63E4TwbAwK9cLsPlcqFQKKBUKsHhcCAUCsFms6HRaGBhYQHdbhdms1l6DFitVni9XvEjv3fvHmKxmHSZ9Xg8UmPAz7RKVBlXVYr5IYnLtIIdBtVeG4PBAG63G+12WxyV6PJBYkKNPTg+lH0wqN7d3UWlUsHJycl7XtnqmjJL4zkKjtWorE79N+cVCSMe3Jk9iMViePToEZaWluB0OqVAVy0aLRQKODo6wt7enhROq9rrj5WpXBW3GmCrk+0iX1e/zwmqaicZYDPVy1Q4tVAspmFwfVbQN2uLyEXBhYKLh8vlwtLSkhR/sK22qhdWWx6zI9XR0RESiYQ4h9y1sVQXUlq9mUwmOJ1OFItFSc9yftJ5Qa/Xy8GQDDaDarpaqAw2A2yXyyWvH4lE4HA4xMGBDKPKWPPa6FrAhk1HR0c4OTlBIpG4U930mJKke4CqT+fHqCZ9NNDk51me66PvjQGcx+PBwsKCNJRRG04xgGs2m+LcROeL26zunwSct7+x0HYwGKBYLOL4+Bgmk0kcicii0oWIHvulUmlIFhIKhaQLoclkEokCi+yq1SpOT09xdHSEZDKJQqEgFpTq9U0Dy/qxMtTR98uOmaq96ai0Q/09i8WCXq8Hh8MhcQi756qSktFAe1bBWIIsNgketUsmO+cajUZYrVZxIlKzrqFQCF6vFxaLBQCEBCoWizg4OJCumPF4XILrcQTRbYz1rQfY52n8zgOZZ+rNTCaTdBYcZVFY1EB7PtrmjKYP7goTdR5Ue7doNIo//uM/xtramjAh4XBYdL8sWkqlUqjVatja2sJvf/tbvHnzBtVqVRpHTMPifN3ge65UKqJpbLVaePjwoXRK8/l8sFqtcLvdePLkiSzmqiWcql3n4q4GflyYRl1ByGhzURvn/FCtVpFIJFCpVLC3t4df//rX2NvbQ6lUEg35XQAZbHoMc0NUmwapLgtnydZmeY6Pk/D5fD588cUXiMViWF1dxeLiIgKBwNA8bDQa2NvbQz6fx+bmJg4ODhCPx9/zw5/lsfsQRuU3wLvDr16vx8nJCX77299iZ2cHa2trQnLYbDY8e/ZMDuKUH5DBpqSBdRf1eh2JREI+f/PNN9KVlIFKu90eymBNW5B9HsaNs7oeql+nrFSn06FWq6HZbIqcid0BVcabdQgOhwPVahULCwvodDowmUxIJpPvadmnfSwvAgbTLKCnlzsPfgyo6WbjdDpFeupwOBAOh4Ug4lymC1y9Xsfp6Sl+//vfI5FIIJ/PY39/X4gpuhLdNm5dIvIx4ATlRsibyAJHSkTIYI92shs3ybUg+914ut1uLC8v48GDB/D5fPD7/dLgAHh3ymdxXDabFTaE8oa7sJCMAxddHu5qtRqCwaA4UjANCUCszEZT6mrhjPr10WIQykX6/b7YV6paa/V3CdWKju2Zj4+PcXBwIIXAdwXMfrHxBtlXdYMYtQo9q2bkLsx1vl+r1YpoNCq1BGSwVbDgN51OI5fLiTTkQ+vCrB9YRjH6ftXntVwu4/T0FJVKReo6GLwx48XnudvtDknCaLvHtaRWq0nzpK2tLRwfH6NWq4nm+jxwTZvm+zLu+se9n9HmXJTpkeRgsKyuyWRYHQ6HxCF0epmWZj3XDVX6YbPZpE9JMBiUwvLl5WWxRlxaWpLMK7Mwaia3Wq2iVCqhUCjg9PQU29vbEnBnMpmJCayJqQ6wgXfsEzssqRskH4R6vY5cLod0Oi06tdE0zWj6967CZrPJyXFhYQGBQECK8lQWj0FfuVzGwcGBBGiVSmWoIcddHksGtrTeKhQK2Nrakq6j5XJZNkK6sqjsH4Ahaceom8VoCo4B4bjfY+CtFuPkcjlsbW0hn89LgRQ3aeDuBDlqy11uhmoqk7IHrimjDPZdWje43hqNRrHrjEaj8Hq9Q30HOEaNRgPZbFbStxeVHt2FsVRx3vvt9XpyKGEBea/Xg91ul7ValUqykY/BYBBN8Ojznkwm5eCvdiX9mOucBlz2+geDdx1dk8kk7HY7+v2+ECKqi5baWp3xCG0QZ1UWMroPUabLvgLs+6BmVRwOB4LBoNQlUdbInhp0zimVSqhUKqjVashms2g0Gsjn89jb20OxWEQymUQul0O9XhdFwlm4rTGf+gCbzWXo9csgG4BoV4vFIra3t3FwcCBB4F3eJMeBD4rX68Xnn3+OaDSK1dVVPHjwAMvLyyJFAN4VxHW7XRwdHeH//t//i62tLWFG2FlsGlwoPjVYRGMwGLC3t4darSaLCqv71QYHaudHFpGp7AcDbGLUUYestsqq8uTfarWGmh0kk0l8//33SKVScghl46XBYDCxjWauC2r1OiUiqo2h2WwWDSDtz2YxdX4ZWK1WKTJaX1/HZ599hidPnkjqd1TOlMvl8Pr1a2xubkqTmbvE9l8EHxoHWvYZjUbUajV0Oh0EAgGEw2F88cUXiEQiQ8E2f77VaiGbzeL169fI5XLI5/PY3t5GPp9Hs9lEoVAQLfys+5ADV59vlUoF29vbqNVqYlfLbA0JEjXLxQJ2ynYop5w1uaR6sKBM0e/3Y2NjA4FAAH6/Hw8fPhQmmmOlWvAxA0u7T75mtVrF0dERqtWqONtks9khl61msymfVSJrkjD1AbbBYIDNZpPNUQ1IyLK2Wi0x7ieDrWEYato3HA5jaWkJc3Nz8Pv90uyA7CgXZEoMjo6OsL29jXq9LkVzGt6ChaAcs0qlAr1ej/n5edjtdlSrVYTDYbhcLgBvmT/63LKQcVSecNbf4T0aDcLJYHPBZ0FIPB7H69evkUwm72yxr1rHwYVezR5QL08Ge9bHYxSj75m2kF6vFz6fTxpOcf1gINHr9SRjwoZT1WoV7Xb7To7jZTA6PiQ0gLfP8s7ODtLpNGq1Gubn52E2m9Hv9xEIBOTnKcVJJpPY29sTneru7i4KhYIcgrT7cDY4NnTHMhgMaLfbcDqdsq6rlqeqZJVMLZt6zZruWiV0WKzIQvtoNCpdjJ8+fYpIJDLUhl4tGlehypzIYOfzeZGC0OeaJOk0YOoDbLPZDJ/Ph3A4LJXUBoNBUl6DwWCoIxubaGh4B7W1ayAQQDQaxcLCghQiqHZlwFtGJZFIiDawVCqhXq8PtdbV8BbqwqpWkjcaDSSTSWl0MBgM4PF44HA4EI/HpdiOPuTMIDDgpoxEZQvVDmyqbq3RaCCXy6HRaCCdTosdF1P2Z2VvZmUz+BAYZKvSMh5K2HmwXq/fakew2wIPa2SWHA4H5ubmEIlEMDc3N7Q+AO8s5vL5vBRAF4vFoTHU1ojzcd5zx3oiAMhkMtjd3UW5XIbT6UQymYTD4ZBUOp/7eDyOfD4/1PvhrjzbVwUZUb1ej0qlgmQyKeNar9fhdDphs9lE9qCysoVCAXt7eygUCjg5OUGtVju3qcy0guuCw+HAwsKCFCnSFIHkHHsKqNJHBtFcY5np5bwtFArY3d1FsVhEJpNBOp1GuVxGrVabqnV46gNsh8OB1dVVrK2tYXFxER6PB0ajUVLbvHHJZBKHh4fSPlPDO1itVjF1f/jwIb744gtsbGxIWme0I1s+n8c333yD4+NjHB0d4eDgALlcTsZbPbFreKdHVeUW+XweL1++hMViER9hOt/QXYSenyyaYSpY1WyzZTK93ekkQBuuWq0mDSPYQpaLWLvdFjP+cZj1+6fa66nFonRv4bjRvuyuZr7oSmMwGBCJRPCjH/0I9+7dQyQSEctJ4N18qVQq2NzcRDqdliKkeDw+5Iqj4XIgW9hut5HL5WAwGKTQS7U54/zlQZvPOB2KKAnR1ufzwawB14FCoSDF/xxv9d+q3RwDcbZJz+Vy6HQ6MzXmXDMNBgOCwSB++tOfSqdnNoUxm81CEI3WCNDaV+28mMlk8OrVK2SzWSHvaPHJPY5ryLRgYgPsi6YRqXeiVyKLClRHBi4ybOOtMdjDYNrX5/MhEAgIO8WihdEC0EajgUQigYODAySTSVQqFaneVTs3zcpicl1QF9hGo4FmszlUZU1JAvV9brdb/IU9Hg86nY6k2VqtljSbYJcwlalmswPqLFlhTXs0lQW4LRP+SQDfu1qspK4bPJSM822eJZy33qppYLvdjkgkIv74tEIlyErlcjkkEgmk02lhsGcpwLhpqBIcrrXVahW5XO7cn1cxWjeg4WyoDk7NZhPFYvG9MRvtqMsAm23rydLOYkMZNevHJlNra2uIRCJYXV1FKBQ683fpPtZut6WAMZfL4fT0FK9evRLr2GQyiVqtdoPv6voxsQH2RScjUzNM2ahOF81mUwIPdnBk98a7DjXt63Q6EYvFMDc3h4WFBalKV1O/PG22222k02mk02mkUinkcrmxfraztJh8SjDo4Jxkx1H+32w2S4fFTqcj0hFaUapt6NVWvJVKBYVCQTzfaTV1VpryLt8vui7k83kYjUZUKhWYTCZxHboL0rLz7r/BYBCnJpfLBbfbLestC0KZKex2uyJLODo6QjqdFrtODVfHVdZV7Tn/OHANPi/Dpzo7MbYYlyGYtXHne6cckQEzMyXca+jYph46qtWqdCzO5/M4ODhAsVhENpsd2rNmgdCY2AD7PKipXYvFIhpsMtjAu3bVlUoFuVxO/s1Jcdehttuem5vDz3/+c2xsbMDn8yEYDA55AQNv2RI+CJubm3j+/Dm2trbQarWGTpkaS3VxqJZm/DcXK6bgMpmMsNtqQxm1SETtLsZFngG3WmCp+mlreIdGo4GTkxM4HA75ml6vx9bWlkgcePC5i7BYLAgGg3C5XFhYWJAiJsqb9Ho9Wq0WUqkUKpUK3rx5g6+++gpbW1uSOTyriJbQ1ozzcda6etYYqoXO2theHlwnz2OfaaQAvLOuHWfJp/7urMx5FnmqPUYqlQqcTqdkZ1utlqgGWJxIIoN2kfRgp3SXcqZZcbaZugBbDa6ZurTZbHA4HEMFN0zt1Ot1YbB5mrqta54UqGNnNBrhcDgkxWOz2cTjU12g2+02SqWSFBzw46zOdreBSRvni0JdhBkcXxZnvffR1P80L+qfCt1uVxh/bpr9fh/pdBqFQkECxPPG7lM4Y9zWfB59L6pTEzuuMZPCjCGLdVn5n0gkcHJy8sGDySQ4ikzrukGcN4a3PbYqpm2cLzJ2/BmuGaPxyTh86jl/U+OsHkLGMdjsCkqm+vT0VNzcXr58iXQ6PdSXQb3+y8QVZ43nJIzz1AXYoxZkvV4PtVoN5XIZAMRJRNX2qM1lbuuaJwUcO7PZLBpKv98/1CaaelSmdvr9Pmq1mmyaTPtOSmBNTNI43xZG2ZKLpJbv4ripNlNksJlJICulerrfBibl71Jjyg9Ky1g01+/3kUqlpLDx4OBAJE3Mmlz0b90GJuEaPgbTEFwDk3c9nwIXITM+9TjcxDiP1hOdnp6i3++jWCyi1+vB5/MJc017WNrskbSo1+viaqPisnHFJI/z1AXYBDdHNs84OjqC3++H0+kEAFnwT05OcHR0NDW+ideF0WYkBCeF3W7H8vIy/H4/7t27h/n5eQSDQZHd6PV6aXfe6XSQTCbx7bff4s2bN6JLnbQA+67irJP0XdjQPgYMFIvFIn73u99Jq2OOJ4tFZ30cz0pbqwWg9PVVZUrqprm/v49/+qd/wsHBgfgv8xB+noZ1EhjsaYY2dpOD84LrWZznDLJzuRz+/d//HVarVZpzWSwWYbHZYp62saqzjUpoAMNyyVnA1AbYAKS4hgy2xWJBs9kUTZDaHv2iep5pfxDOCqz5vlQGm90vfT6fFC2Nprb4QLCq9/j4WNrrarg4biJddZnXv6202qSA81yv16PRaKBSqcj7HnUTGf29WRyf8+YDGWyTyfQeg10oFJDNZnFycoKtrS1p483Ml1aT8XG468/prGOa7yPjiUajIc42qnnCaPDM76trgvrz44LraZ//Uxlgq84L9Xpd0ruZTAb1eh0ejwfxeBz7+/tIJpOX6t44DTftPKgTV/336PfVz2rnNRX0UubnUqkkwbXGXl8Ok5CuusjPT/v8vyhUB4DR93wRWc2415tmnHf97XYbhUIBvV4PFosF33zzDdLpNEqlEg4ODlAqlXB8fCxdXDmml9GwahgPbXxmA7N6H88q/rzo+/3QWjHt+9RUBtgApKAgk8ngN7/5DaxWq3gIWywW0WA3m01hYO8SxgXX6vd4uuQHixTUwCOZTOKbb74Ry62joyPkcrmZqfCdFUzLYjNpUA+Uo+nduzSmZ71Xrh21Wg17e3swGo3Y39/H69evYbfbZV1VPdhJZNy1MdSgQcM7Z5UPFQCqBOAsk3VTG2AD75qenJ6eAnib2mWRnpqmvOtQG++o7JyaCVD9O2m/U6vVEI/HcXh4iEQigVKpJEVN2rjeDqYlNTZp+JhmOtPmfnCdUKUgAKSBjLbGatCg4SyoBN9tualMAqY6wB4HlYHV8Bbj2CT6hNOC6/vvv0cul5MTaL/fx+npKQ4PD3F6eopCoaC1OdYwtfiY9eCuriVnSWVUBxa6DY37OQ2fDtpYzwbuwn08S0ZyF6A7743qdLqpGgV2H+Sir2osJ+GGDgaDsUe56xrncQWOZ21+VqsVPp8PFosFTqcTkUgEDodDGGwAUtjIil9+nnR86nG+TUzSqX+Wx3mSMEnjbDAYYDabYTQaxbOdGa1pJzYmaZxnGdo43wxua5zHZcxnGWeNMzCFDPZ5VaXEaJUqv3YXMC7IHsc6k8E2Go3SQIabJjfKdruNWq2m6a1vAZMUSN9FaON/NlQGmyw2MNtaSg0aNFwMo03q7jL0t30BGjRo0KBBgwYNGjTMEs6ViGjQoEGDBg0aNGjQoOFy0BhsDRo0aNCgQYMGDRquEVqArUGDBg0aNGjQoEHDNUILsDVo0KBBgwYNGjRouEZoAbYGDRo0aNCgQYMGDdcILcDWoEGDBg0aNGjQoOEaca4Ptmb8fr3QDPZvBto43wy0cb4ZaON8M9DG+WagjfPNQBvnm8F5jWY0BluDBg0aNGjQoEGDhmuEFmBr0KBBgwYNGjRo0HCN0AJsDRo0aNCgQYMGDRquEVqArUGDBg0aNGjQoEHDNUILsDVo0KBBgwYNGjRouEZoAbYGDRo0aNCgQYMGDdcILcDWoEGDBg0aNGjQoOEaoQXYGjRo0KBBgwYNGjRcI7QAW4MGDRo0aNCgQYOGa4QWYGvQoEGDBg0aNGjQcI04t1W6Bg2EyWSC3W6HyWSCxWKBx+OB2WxGu91GuVxGq9UCAAwG53dh7Xa7aDQa6Ha7GAwG6Pf7N3H5GjRo0DCVcLvdiMVicLlc0Ol0MJvN0Ov1KBaLODw8RKlUAgBtLdWgYcKgBdgazoVOp4NOp4PT6cTi4iLcbjdCoRCePn2KUCiEbDaLly9fIpvNYjAYoNfrnft61WoV8Xgc1WoVvV4PnU5H2xg0aNCg4QzEYjH8t//237CxsQGLxQKXywWLxYLvvvsO//2//3e8ePEC/X4f3W5XW0s1aJggaAG2hnPBANtkMsHtdiMYDCIWi+HRo0eIxWI4OTlBqVSCTqeTAPs8FttgMCCfz6PZbAJ4y2hr0KBBg4bxcLlc2NjYwI9//GPYbDb4/X5YrVYAwP/6X/8LBoPhlq9QgwYN4zDRAbbT6cT8/DycTifq9ToKhQKazSa63S6azeYH2VINHwcG12Sw19fXsbi4iHA4jHA4DI/Hg3a7jfX1dXi9XpF8nBdg53I5GI1G5HI5VKtVJBIJ1Gq1G3xXGu4SmF53u91oNpuoVCpot9toNptD0iYNZ0Ov18NoNEKv18PtdmNxcREul+ujXpPSsk6ng8FgIOxrv99Hu92Wz7VaDZ1O55reyWzBZDLB4/EgGAyi2WyiWCxq81nDVMHlckmMB0Biunq9jkwmg3q9LtmZD8lPJxETHWDPz8/jP//n/4z79+/j9PQUX331FU5PT1Gv15FKpbTA7Aag1+uh1+sxNzeHP//zP8cXX3wxpMGORCJYWlqSTfFDSKVS+O6775BKpXB0dIRf//rX2n3U8MkQi8Xw13/919jY2EA2m8WrV6+Qz+eRTqfx4sULZDKZ277EiYfRaITT6YTZbMaTJ0/w13/913j06NFHvWYul8P29jby+Tza7Tbq9bocfIrFIprNJkqlEvb29lAsFq/njcwIuM7a7XYsLy+jUqnIOGoBtoZpwvz8PP7yL/8SDx48QL/flwP34eEh/vVf/xVHR0fodDqoVqtTedCe6ADb6XTi/v37+MEPfgCXy4Xj42MJxrS02KcH2Wu9Xg+n04mVlRU8fvz4vZ8LBoMXfk2v14tarQaHw4FOpyOpTg0aPgXcbjc2Njbwk5/8BKenp2i324jH4xgMBrBYLLd9eVMBvV4Ps9kMq9WKUCiEL774Aj/5yU/k+4PBADqd7r3fO49xSiaTsFgsSCaTaLVaqFQqaLVaqNVqsFqtaDQaAACz2Szys7sMZgY5DoPBAEajURjsbrcLk8l0y1epQcPl4HQ68eDBA3zxxRdD2Suz2Yzvv/8e6XQawNs1aBoxcQG2wWCA2WyGwWCA0+mUD6vVisFggE6nM7XpgkkAJ6rRaJRxBt5tht1uF61W65PJbywWC/x+PwCg0+ngyy+/RDQaRbValazEp74GDbON0TXEbrfDZrPBZrPBarXCarWKE8NFodPpYDAYoNPp4Ha7MTc3B7fbjXa7jWq1ina7jUajITK2uwI14FOD7A+tz2azGX6/HzqdThjsTqeDZrMJv9+PVqsFr9eLSqUCs9mMVqt1ZyU9lN51u92hNdHhcGB5eRl6vR4WiwU7Ozu3eJWTB/WZNZvNcDqdMJlMkpExGo0wGo2wWq0wGi8fCnU6HZEwtVotycJ0Oh2ZzxouDsYker0efr8f0WgU5XIZpVIJjUZjKp/9iQuwzWYzAoEA7HY75ubmEI1GEYlEkEwmMRgM0Gg0LixH0DAMVUtpt9vh9/vhcDikMHEwGKBWq4n26VPA5XLh4cOHaLVaePDgAT777DNUq1Xs7e3hH/7hH7C/v49arYZ0Ov3JrkHDbMNsNiMYDMJmsyESicDv90vmxOfzodFoSC3ARWEwGGQjvn//Pv7qr/4KDx48QD6fF6lDIpHAV199hWQy+Qnf3e1DZVJHv35RMDvZbrfR6/VEf800ca/Xw97eHmw2Gw4ODpDJZPDmzRtks9lL/61pR6/XkwOc0WiUvS8UCuGP//iPUa/X8e///u/49ttvcXBwcLsXO0HgM2swGODz+XDv3j34fD54vV4sLS3B4/HA6XQiEonA6XSOnVNnZU90Oh2KxSIODg5QKpVQKBSwu7uLYrH4nn2ihouBsZ/NZkO328WzZ8/gdDoRj8dRKpVQqVRu+xIvjYkLsA0GA+x2uzDXDocDdrsdFotFimE+5FSh4Wzo9Xph+JxOJ9xut7AjwNtU5KeU35C5ouPI/Pw8ut0uXC4XXrx4IXZ/mgRIw1VhMBhgs9ngcrlk/SBzbbVaYbFYrsRgk2EJBAJ48uQJfvSjHyGZTEKn0yGVSmEwGNwZydPHrr8mkwk+n+/cnzEajdjZ2REmcH9//07KRbhWju59NpsNi4uLAIBEIgGbzXablzlxIIPNvS4SiSAcDiMYDOLRo0cIBALwer1YXl6G2+2W3ztP8qR+PZvNwuPxIJvNIpVKodFowGAwoN/va3KdK8BkMsHhcMDpdMLn8yEcDqPZbKLZbMJsNt/25V0JExdg22w2zM/PIxQKYX5+XnSSXGDa7faF/D6tVit8Pp+chsiUqOnIuwabzYZQKASn0wmv14u1tTV4vV70+31hkah5yuVyQ+PdarWQz+eRSqWG0m1XharvNhqNkspTv6dBw1VgtVplI41EIrI4U+PXarWulAVT56fJZBJdssPhgMvlgs1mm8mDIQ/gLDZKJBI4PDyExWKB2+2GxWKRZ/k6YbPZEIvFpND6zZs3yOfzshfclSxmq9VCMpnE4eEh/H6/BNKqFEqv18uc5Hp+1w4io7Db7VhZWYHH40E4HMb9+/cRCoXEbtbtdsPhcAw9sx+SPKlfN5lM8Hq9Esg3Gg0EAgEcHx8jmUyiXq9rvR4+gFarhWw2i0QigXa7jUAgMBQXUNIzrfHAxATYHMBAIIAf//jHQw8DF/dGo4F6vY5Wq/XBCevz+fDll19ibm4O9Xod2WwWjUZjKK1z1+D1evGjH/0I8/PzmJubwxdffIFoNCqLQLfbxf7+Ptxut4zR8fExyuUyyuUydnZ25OBy7949eL3eK10H77XBYJADFDcKNdDWoOEq8Hg8ePr0qdhKcp52u11UKhUUCgVUq9UrebCTybbZbHA6nWi1WgiHw2I9OYvMVb/flzU3nU7jm2++QbFYRDAYxJMnTxAMBiXYu84gOxAI4Gc/+xkajQb+8Ic/YHNzE7lcTnTvdyVoKRaL+O6775DNZhGLxWAwGNBqtWCz2YRE0uv1sFqtcDqdslfe9R4DoVAIv/zlL7G+vo5AIIAHDx7A7/dLV2JqsLkHjR5IGEyf9XWbzYalpSXRYN+7dw+tVgsvXrxAOp0WV5xSqTSV+uGbQLVaxdbWFlqtFlZWVjA/P49AICCxAbOP00pcTEyADbzdvKxWK+bm5rC6uiodq3gi73Q6Fy5ytNls8jrlchlGoxGVSgWDwWAmN8GLwGq1IhqNYmVlBYuLi3jy5AkWFhbQ6/VkAzWbzXj9+jWq1SqAt6nHwWCAVquFQqGAVColhUkfC578AQgLowXXGj4WFosF4XAYsVgMoVBINlAy2M1m89IMtuoJTwbbZDLBYrHA4XCg3W7DZrNdqVhq0kGJgk6nQ61WQzKZFC3wysqKHGCumzG1Wq2Yn58HAGQyGWHLB4PB1LoKXAWtVguZTEbke8ViUSQNbrdbAj6z2Qyz2XymxOGuwW63Y2lpCQ8fPoTf78f6+vqQLEkdJ3XuXvTr9CFnEWowGESv10O1WoXP54Pdbr9zc/WyaLVayOVyMJvNUjROaAz2NYGSA7XA0WKxoNFo4M2bN+j3+3j9+jUKhcKFJSK0NaIeyuv1ilzkLgTYfKhtNhu8Xi+sVivW1tawuLiIhYUFBINBCTzIynW7XWnF6/V60Ww2YTAYJMCmf7DRaES5XJb02nUwV3a7HYuLi6jX60gmk8hmsyiXyx89DtcNtTKdRVkfCiw4NmazGXa7XYIzh8MhCwj/fVkwZU9G9q42YFLT5W63G16vFz6fDy6XS4JeMrHMgl1mnIxGo8hA3G73TAbSZ4EBNgDUajXE43FhSZ1OJ3K53JlaVtVRgcw/N8zLHKhNJhNcLhf8fj+q1SpqtdqdYQU7nQ6KxSIGgwFsNhuOj48loPN4PHA4HEKeLC8vo1QqSdb3LoNrNddYzjdVQkPZKD/TFURtSQ+8C7QpxeFr8bMqkbLZbHLALxQKqFQqYjup4W5hInYJh8OB1dVVeL1e3Lt3T6Qhe3t7+Od//mccHBwgn89jb29POvtchH3iz9ntdgQCAdGovXz58gbe1e1BdQsJhUL40Y9+hGg0isXFRfziF79ALBaD1WqVbmz8edoXzc/PiybbbDbLqXxvbw+1Wg2VSgXRaFTSOGrr3qsiGAziF7/4BR4+fIgXL17g8PBwIt0Y1Mr0iwS06r3weDxYXl6Gx+ORgMTj8Qx9nTivel39+vb2Nv73//7f2NvbQ7VaRTKZvJONe1TnkFgshpWVFayuroo1H/BOIlIsFlEuly+VQmdGLBAIYG5u7s4UMwIQZ49ut4t0Oo1mswmLxQKfz4ft7W34fD48fPgQf/mXfykBNg+elUpFHBXYtc3lcsnacdHUL9PxdBgqFot3Zp7XajUcHR3BZDKhUChgMBggHA7j3r17iEajCAQC8Hg8+Pzzz+H1enF4eIhqtTqVrgvXCa7VqsyA62er1UK320WtVkM+n0ej0UCpVBJpZDAYFOZbhUoGUl4ymn31+/347LPP4HK5xAFHa5b0YcxizcBEBNhkmEOhEHw+HxwOB8xmM5rNJra2tvD8+XNpRnCZUzkXeaPRCK/XC7vdjlQqdSfYJ7qFMGBeWVnBwsICYrEY5ufnpXBI/XkAQww2N0LgbWvjYrEIvV4Pl8uFSqUiGxzZgI9J4zAw8vl8KBQKE1sRr1amA2/H7UNMKO+F1WqF3+9HMBhEMBjE/fv3EQwGEQqFsLGxIQUeozivqt3lcuG7775DLpeTuX4XoTqHuFwuOcRwIwTe2Z01m81LFx6RwfZ6vXA4HHdunDlW9Xpd7DOZUXS73TCZTLIe0MaPGYNisYhsNotutzt0GL/Mhqoy2I1G405kIYlutyvZPJ1Oh9PTUzSbTTidTjSbTXGviUQiGAwGaDabd+oAeBaYmVUZbOBdRqbT6aDdbqNcLqNarSKbzeLg4AC5XA71eh2hUOg99wp66HM95vfVwnw2ZGIAP60OGLeFWQq0J2KXYMBis9nEX9JsNiOXy0kq8LIbIvWW9XpdUvI8yc765kj/X7vdjtXVVSwtLWFxcRHBYBBWq3UorTUK2iTS4owMoF6vR7ValQ54z58/RzabRSAQwL179+D3+2E2m+FyuWAymYYaQ6hNbWjsP8pcMfVms9ngcDjg8/kQCAQkxTwpBTtMxTqdTlQqFUmXq9IRzjV+ph6POkC/3w+3241wOCwShmKxiFarJYHJqPaPUp/RlCUPp4FA4E7aQ3Euu91urK2tIRwOY21tDW63W7IvhUIB/X4fqVQKmUxGGKXLHNZHrf94r7mJlsvliZqnnxos8qL1WTQaHcoUMNWeTqexs7ODeDwOt9st+mGHw4FgMChyQI/HMyRZGwV19Y1GA51OB3a7XeRrd6XYEXi3TlosFlgsFpn/zCQOBgNks1ktqAPQbDbFfcXj8aDf78Ptdg/1eqhUKiKxKxaLODo6kqJEk8mE09NT6WSq1+uHMo+8B0aj8T19drPZRL1eR7PZvFPz87JgdpwZqW63K/OZhFM2m53arrsTEWkySGA1/uHhIRKJBHZ3d5HJZFCpVEQ3dVF0Oh2USiXY7XbRvlKzNusBtt/vx5dffomFhQUsLi7i5z//ORYWFoSdPk/7aLFYEAwGRWcdCoWQy+XQ7/eRTCbR7/dxcnKCra0t0XX/2Z/9GVZXV4cKScrlMl69eoVMJiNjb7fb4XA4JPhXYTQaxTEmHA5jdXUV9Xp9yMlkEuDxePDs2TPEYjEcHx+jVquhWq0OSUfURTgcDuOzzz4TWygG58wg6PV61Go1HBwcSIDG9KWKSCSCzz//XFgqgoU8g8EABwcHODw8vOkhuTWoesj5+Xn82Z/9mfjbLi4uwm63o1AoYG9vD8ViEa9fv8bLly+xubkpB7eLgvUhlIlwwW+320in0zg9PRXngFkH1w+fz4cf/OAHWFtbQywWE3lIs9lEPB5HpVLB5uYm/vZv/xZv3ryRQyY1qk+ePEEoFEI4HMbjx48RDofP1Ga73W48fvwY8/PzcDqdeP78OZLJpGQl7koQw6yk1+sVq1S9Xg+n04l79+4hFouh0Wi8t77eRZRKJXz//fdSI0AZajabxcuXL5HL5YYCbLVewGKx4KuvvoLJZBLnLIvFguXlZfzyl7/E0tISXC6XHBCBd5nGdruNUqmEbDZ76YP8XUOz2RQP8UAgIHUVbrcbGxsbaLfbaLfbcDqdt3ylV8NERJq0GLLb7ej1elLQwVTNVTYttaCp0+kIO3oZ3d+0wmKxYG5uDmtra0OykIuAgSKb/FitVthsNjQaDdRqNTSbTRQKBcTjcQBvU8b379+H3W6HTqeTxYSV76enpyI14ffGsXwqS6Ay2P1+f6IORPRYXlxcFC0qMCwdsdlsCAQCCIVCiMVi4tbCgwaLbTk31QX5rDa7Op1OGG6CkhCPx4NAIIB8Pn+nGGzVL9XlcmF1dRWPHz8WpplOF8ViEalUCqlUCtlsFrlc7tJ/S22Apfpd8z7eFQZbLeiiLGF5eRmBQEAYbLaQLhaLSKfT2N3dxebmpjgFWCwWLCwswGazSVv59fV19Pv9M4ulzWYzQqEQHA6HNFXhujCtDgNXAee7xWKByWSSeWixWKSnAaVRdx1ksMmS0jghHo9jc3MTqVQK5XIZyWRSXLPGwW63IxQKwWazYTAY4OnTpwgGgzCZTO/JIyk/UVun35XD31XAbFe/3xffcOAdoTEYDMRacRpxa5GLWvzFLksLCwuo1+vI5XJoNBpntuS9LFhQQ7kDu7mxgcI0a3644VmtVnELWV1dlaBadQu5CMiQUGtNmchZm1+j0cDJyQn0er0U4AQCASSTSbx58wapVAoOh0NcR8LhsATjaqET3wc3D4/Hg2AwKIej24S6wC4sLMDpdMJgMMDlcmFpaUlkLxx/lS3x+/3iW8tGHQaDQbzZydKzEIyFk6OBWr/fF6aa48O5HA6HhQn3+XxwOp1D1fGzCrWwMRwOS/CrutqwdoCykKs6T5hMJukw5nQ633MmaTQaF/Lnn2ZQFkId9eLiIsLhMAKBAFwulxSPsViMDWmYKaCrCACUy2WcnJyIhvj+/fvCyI5z1FE98xlcnyd1m1Uwwzg3NyeyPA3jQfcV4G2wrdPp4HK5kM1mkc/nUS6X0Wg0zlwjuYbw8B4MBrGysoJIJDJUi6HT6YasbovFIhKJBE5OTpDJZO6M281V0Ov1ZA0YNQxQZZA+n0/igWlqFHhrATYdK8xmMxYWFvDkyRM8e/YMyWQS3377Lcrl8rV1o+Lf8nq98Hq9cLvd8Hg8EvBMy80aBQNSnU6HUCiEH/zgB2LV9LOf/QxLS0siC7kouID3ej3k83kEg0H4fD7odDrk8/n3fj6Xy+F3v/sdXr58CZfLhbm5ObhcLhSLRezv76NcLsNsNot++MGDBzAajaKjpC0j3wsL91ZWVqRAZXNz8zqH7dJgwwJ1PE0mEyKRCP7oj/4IzWYTLpdLgm82gLBarVILUCqVUC6XJXWezWbx6tUrYa2pPyMDMjrvV1dXodPpZIF/9uwZrFYrPB4Pnjx5glarBavViu+++w6lUgnNZlMOqrMKl8uFBw8eIBwOY2NjA3Nzc/B6vXJ4ByDymzdv3iCZTF55POjJzIOTytayeU2lUplZBpvBrN/vl3VmbW0Nn332GVZXV2XespHXv/7rv+L169coFouSMSBbpdfrpUbDbDZLhocB0MLCwnsBtslkgtvtRq/XE8vVUe3rXYDT6cSDBw/w2Wefwe/3T23q/CZQr9dxdHSERCIBk8mE169fw2g0SqMiEhDjAmCVAJybm8Of//mfY2NjA36/H2tra/D5fEOHPtrY1ut17O/v4w9/+IOYM0yKvHESwUMQ/d2pVhiVQdJ+slgsChk1DbhVBputhslgz8/PC2N5Xez16N9SP/i9aQXZGxZgzc/PY3l5GYuLi4jFYpibm7t0C2OmwgFIsEiJyFkM9unpqXjcZrNZ2Gy2Ics4slJ0dMjlcohEIuJJOvp+2II5EAggk8ncOktDi7CNjQ2pPu/1enA4HHA4HAAwpLtWO4VVq1XE43GRERwdHSGXyyEej+Orr766sBWhTqfD0dGRjBE3BYvFInM5mUzKARLAnZBCBQIBRKNRBINBOJ3OoWzNYDAQBvtj9ZDqIZ0ZDNUp4yrNa6YFo7KQaDSKpaUlLCwsIBQKwe/3i1sIO9cdHBxge3tb2H3g7f3gAaTdbouNnMfjQS6XQ6lUgl6vP1NCxnvLrBetMu8SzGYz/H6/1HLc9to4yWBjuquC7k9utxsrKyt4/PgxHA4HAoGArPsAZB2o1+tSsJdMJnF6enodb2OmwfUTgGQARmWQbOgziZLRD+HWrpSFjdy0DAYDer0eGo0G8vk8UqmUtMW96utTZsCgB3gXbNNhYJoDbBYGssJ+fn4eS0tL0r3uKulTMq7UrTWbTZE3jDvwqE0oVKN+yhzULpyDwQDFYhF7e3sAgGg0KnNAharJp/ML2eCLNBm6DqhOIOFwGKFQCKFQaKhJgQqj0SiaOzUIr1arSKVSqNfrQ1Xq2Wz2UnO71WohmUxKx7ZSqSQtZenQos55vV5/Ja3xNIBsqt1ul4xNJBKRAEyVme3v7w81LrrubFWn00G5XP5krz8JUOsjnE4n5ubmsLy8POQcwo5s5XJZHBou6v7EQiePx4NWq4VoNCqe8OPWL+4dwWAQ1WpV/s5dABk/1fZQw/WAOnbuN5ThPXr0CKFQSAoa1QCP+wDncDabRTKZlNoCDRdHs9lENptFPB6XTDGJ0Wg0inq9DoPBgP39/du+1Avj1gJsh8OBlZUVYUPMZrOwTdvb23jx4gVqtdqVmwkwrXD//n1EIhE4HA5J+9jtdng8Huj1+qlJNYwDNcFerxePHj3CT37yE2xsbAgDfJXDQ7vdRj6flw2zWCyiVCqJhGEUDMhZPd1sNsUbmpsrP+t0OhweHuKf/umf8Ic//AFPnz7FwsICwuHw0GtSUgK8bZHs9/vh8/nQarUktfepYbfbsbKyAo/Hg0ePHuHRo0d4+PChMHkcWwYP+Xweb968QS6XQz6fx87OjjQwyOfz4r2sFjaeV1gzClbEb29vo1Qq4dGjR3C5XEPab875breLk5MTJBIJFAqFTzI+twUGewaDAaFQCJ9//jk+//xzOJ1OYe5zuRx+85vf4OTkBIeHh/j2229xfHws3QevE/V6HcfHx9ja2kKj0ZhJSQ6zWpTz/fCHP8QPfvADCUIAoFKp4M2bN4jH49jd3ZUCsou4P3Fup9NpPHjwACsrKwiFQvKcjQbZ3DsajQbS6TSq1eqlHGGmGbVaDYeHhzCZTFhYWBg6jGj4OHi9XnFq8vv9uHfvnvTnYJ8CWs0CwzKGYrGI7777Dnt7ezg6OtJkIVdAtVrF1tYWTCYT/H6/SHK8Xi+ePXuGhYUFvHjxAq9evZqa7MCtM9hkmBmUtVotFAoFsby6KjNBzR67XJHBJuNnsVgkGJxWsPkCCwDm5+cRi8U+6jV5D2q1GhqNxhCDfRYTxa8zqB6F6lXL9DEZq3EBCdPBahcui8WCwWBwY/dLTUsFg0EEAgFZYGmNpb4/Bm88gb98+VKYDPqqfgzIkDCw5KGHBTaqo0gwGES5XJ6qVNpFQUkUD8psScxnGnhXeLu9vY14PI5UKjW2fuA6QDvQfD4v3Q5nDar3MusslpaWhn6GB/NEIoFsNotarXbhg3Cr1UI6nUan04HX6x3yDh73vKvPJv2K7wq63a5kwJxO551h7m8CdMVZWlpCJBLBZ599JkX5gUBA+nQAeE/G0Gw2kU6ncXR0pBU2XhHtdhu5XA6JREIIO+Cdc5fdbkc6nZ4qWdSN7sAsZNPr9XC73ZJqpPk7F2em2i8rB+BGQIcHds2zWCwoFotoNBpIJpMoFArnsrLTho+tpFebm5RKJezv7yObzQoLe92G+bzWs67ZaDTC4XBIAxGXyyUykpsKsGlXSEcDteENP7M4sd1uI5lMYnNzE8lkUlLl16nLVQ8p/X5f7he/plrWsXPZLBZ/ud1u8Vp//PjxkJMCD4OlUgm5XO5KDWVUqIVOTBvTpUTdaJmlua6i7EnDqJyPAS0P4yxuTKVSMv8vk2VisTnwlglk1sxsNp/pKMLanXFNq2YZJB9oOTvNBNEkQJXY+Xw+xGIxrK6uwufziVOI6nQFvNu3WMDYbrflEF8sFlGtVmfavUnDxXGjATYLhZje+vLLL/Hs2TOpPH/z5g12d3clyGYgcVFwI6AP9Pr6OjY2NlAoFLC/v49isYg3b95gZ2cHx8fH0tRjWsEDi8Fg+KiFloUGlBb84z/+I968eTMkdWAQcR3XrAYu53Vt48YdjUaRz+dhNptRLBZvJB1MlozaO9rq5XI5bG9vy2J6cHAgh7VUKiUBN6Us1I1/LFggxu6BLODhQk5mV2X9ZzHwWFhYwH/9r/8VT548kYp+u90u/uzNZhNHR0d48+YNXr16NdTa+7KgvzYLy7jpms1mCfrUIsdZ7SrocDiwurqKSCSClZUVKYKm132tVsP+/r408alWq5eSP7ExDcebnfdcLhfm5+fHOoowdT+rmZqzwDGiXeQsPuM3CdXq8/79+/jZz36Gp0+fii2n0WiUD2CYFKpUKtja2kIul8POzg52dnZwdHQkmV8NHweupdNMWtzoykSG2Wq1vpdqrNfrUth4VZ9D2uawIQSblTQaDZRKpaF08axopNTOZ1cNshm8sWDr4OAAr1+/Rr1eFx3xp7rmcVCdTNhW2eFwoNFo3NiGogarKoPNQsVEIoFMJoPXr19LweKnbjRCZ51erzfEYhOsep91BntjYwNffvklLBaLHNgZ5FYqFZTLZeTzebFA/BgGm42DVPch9UDLZ2cWMmFnQT1sjjLY7GRKr/FUKnXposNutzvEYJfL5XMdRfhsksW9SwG26oh1F5qmfWrQgYuHloWFBSwvL49dO0cDPdYpJRIJpNNpFAoFYbQ1Bvt6MM3BNXDDAbbFYoHf7xf9nMlkEq0N2w1ns9krs8pkWZmapyay2+3OZPqWxT4rKytYXl6+cntcWmbxIMKioeuUhajXvLq6ilAohJWVFdhstmt9/esCu4DR+aTdbsPj8SCTyWB/f18YbDLWNzm/aM5fr9fFDWcWwU3O4XAgGAzC4XBgbW0NHo9HAivKo+h5m06ncXh4iEqlIs//Ve8LswI8uDBbpDZGmlWoxaQejwfRaBQLCwvSwY62ZMlkUjq2ViqVCzuHnAU1aOn3+1hYWLjmdzbdIIPt9/ulWynBYJuNsebn59FqtVCpVG6kMHwa0e/3pRaL2S66VagNq7iGqL7rLMYnOfXZZ5+Js002m5UmNsw0TluTlJsGD9qlUglut1uMEUjIcS1m9vs6rZw/FW4kwOYgud1uPHz4UOQbrPpnBfq3336LarUq/qiXBW3+eKP4sFAneFnJyaQjHA7jP/yH/4Avv/xSCjGugmazidPTUxQKBenAlslkrk0WMu6aaX006iAyKWBVOFsS09eajUV4gOOCeZPyAFp1ZTIZAMDc3NzMyRMY3Op0OkSjUfzJn/wJlpaW5IPdRhlUZLNZ/PrXv5aMwunpKer1+keNCxdzsoUsvFWD61kNsimLsVqtWFlZweeff46NjQ04nU44HA50u11ks1l89dVX2NnZQTKZRDweR7VavZBzyFmgk0CtVsP6+jrW1tYmdo24DdjtdiwsLGB9fR12u10ICmaH6cDw6NEjDAYDZLNZcTfS8D5YpFyv15HJZORDdWcaDeIYZNO1KRQKiWNZo9EYymzSH56fp6lJyk2Dxc7s5kyiVZ3b7KXBQ/6kd+K+0QBbNclX+8u3Wi1xX6CF2VXAgJCuDvxgseQ0nHguAz7gGxsb8rWrvD8eSNTiz09lN2az2bC8vIxHjx7B4XBcmXX/1ODDPolgcRmzDLOYnQHeSYmcTqfM83A4DI/H814leaPRELs8aoCvQ7ZBxlr9uAtQCwk9Ho80AuNGRwY7kUjg4OAAhULhWiw02+02stksDAYD/H6/xryOgAw2awFUbTAPe1arFYFAQA7e0+S6cNNgNpAF6/V6/T13JkJlr9UGKOzcG4lE0Ov1kEgk0G63pUGbxWJBrVZDv9+/U443l4XKYI8aUKgMtroO63S6id77PnmArfoG2+12zM/PY2VlBT6fTyyH1NTixwQLatOTZrOJcrmMYrE40y2MrwqVfU0kEtjb20MikcDJyclMevnOEtSFyOl0SvHjLIEMNgM9n8+HUCg0ZLmpwuFw4P79++j3+9KSnnpIto5XobakP6t5EFPALG68S5ujxWJBMBiE3+9HOByGw+EQNo+ZATp+UHuqrbGfHtVqFXt7e3A4HHA6nZifn5c6BJvNJgcgt9sNn89354pALws1w1UsFvHq1Suxi2RnXtZ6UDJCm1ZmuIC35J7BYEC/34fL5cLCwgKsViuazSZCoRBarRaOj49RLBaFCGS2XcNbMJug1+sRiURQqVQkRmEWWf1gvDjJmdtP/uSp1nmhUAg//OEP8aMf/UjstChJKJVKaDQaH5XSVZuelMtlnJ6ewufzSUdCDe9Qr9clXbW7u4t/+qd/wu7uLqrV6ifzDNZwPWi1WkilUsJgzSLLx4Jlo9EIn8+HtbU1PH78GGazeWzWIxqN4j/+x/+In/3sZ0OuQel0Gs+fPxc5DdHtdqXbqGrBqILNhlj4NO7vTjJ78jFwuVzY2NjA0tKSdG10u92oVqtIJpPS8GRvbw97e3vodrvawfwGkE6n8X/+z//BixcvMDc3h5/85CeYn5+H2+3GwsKCPB/z8/PQ6/XodDriD6/hfajuTEdHR/if//N/ysHlxz/+Mebm5hAIBHD//n0EAgGYzWYJtnn4H3W7sNls8Hq9EgAyg/769Wt0Oh1YrVZUq1WpW9DwFrVaDQcHB0gmk7BYLIjH4wiFQkOOLsFgUD5UO+dJxY0w2CwQcjgc0to4l8tJp0Ay2NcxUJzsLNwrFouykWp4B54W2dr14OAAe3t7n6TbnYbrRbfbRa1WE+3gLM5trht0HWIzpbOq+51OJ9bX19HpdJDP58X73uFwIB6Pvzenqe9jjcFZDU3cbrc0wzIajTMbUI/CZDKJzIBWlfT/ZjF0qVQSFlvDzYBBCK1sl5eXpQEK1wHKSJrN5nuFkBreB6Wj5XJZ3MWy2Sy8Xq+4E83NzcHpdA5JEmiTq0pHAEgn5dGvdzodRCIROexr92UYjElI8lWrVdRqNQmuRxnsbrc78ZK9T36HyUgzLUJLJ2qT6CiytLSERqMx1FpblTGMsyU7D2wIwhOiy+WCy+VCoVAQ8/jzrvmyTW6mAWT4+/0+crkcdnd3cXJyguPjY5RKpY+W6NB5gLrZaDQqixKlQo8ePZLW9Wd5NdNHutPpIJVKif90uVzWKrDvCLjpcS5yXp7VzZObHfCWeWaDKQB4+vQpotHo0M9Tc8kDJT201Sr1hYUFrK2tYW5ubuj1uLbQ1nKWDji0z2SRFw8X1PGyYyNtybTn8WbR6/VEokM7w2KxCLPZLPPQYDDA4XCg3W5LcbaGy0F1karVajCZTDg9PYXFYpHiR7X4XWVZ1W6/apBttVoRjUZRqVRgMplwcnJyy+9ysnCRZmrspeLxeNDv9yd+bt9YgE3WjUUxarFGr9fDL37xCywtLaHdbot2slAo4OjoCKVSSVK6F61OZ7GMw+GA3+/H+vq6/K1wOIxsNnvm7/IgwM1jVlirdrstjP7W1hb+/u//Hi9fvpQmKh8r0aFm1WKx4N69e/hP/+k/YX19fahblsfjQSwWg8vlkoVoFNVqFTs7OygUCnj9+jU2NzextbWFdrutsesjmJW5OQ7q4ZxrCAPAUSabHe4omyHD0Wq18IMf/EAYa46XGmBXKhUkEglUKhVpB07d5dzcHFwul2hegbfyKh5Kj4+PZ2ZOqtZ8Xq8XKysr2NjYGCpGrlar2N3dxd7eHo6Pj1Gr1W75qu8W2NyHa+fBwYE8J+vr61LUGAqFJHtjtVpv+7KnDqqLlMPhwO9//3tp4EVdtqrTVv+t/gzwrjjS4/Hg2bNniEajePXqFba3t5FMJm/5nU4OzmumxnWbh5RyuQyLxYJEInHLV30+biT8p58hN7NSqQSHwwGXyyX2couLizCbzWg0GtLcxGg0SioMuJwlFjWBlUpFWm2HQiH4fD5hT8+DwWCYeAuYy4Ken7VaDfl8Hvv7+9jc3Lw2+0IGOQ6HA+FwGE+fPpWuWFarVZjBD/kIdzodFAoFpFIppNNpZLNZ5PP5mbOiu07M0jwlVO9Z9d6Py3pQUgJAAmx+fdzrMjvGA30gEEC5XBZHAKvVCrPZDJfLJfZQZHGZyszn83L4nwWocj6bzQaPxyNWfWSKKMEhgz2L+v9JBq1oAYikQXVdGAwGMv/ZsGvS0+iTCNVFymQyIZFIwGQySdbdarUiGAyi2+0iGAyi0WgMFUI7nc73XEfYodhisSCbzWra+DEY10xN3fNVBnsaCnhvhMHmgFUqFezs7AxV2rpcLml/zUpcn88Hj8cjiwOlAZepuo1Go1hfX0coFBL3AbvdLoEf3RfYJISMVqvVkqJIbh6zEryMWg5dNbBm4EG2S5WFzM3NvdcQhG4QKvs4LvDhtTQaDeRyOSSTSeTzebTb7ZmzWPwYqIsM05K0leIB9rps6m4Laov5UqmE/f19mXNut3to7qkBxKh8RK36H/06F2cG1WazWRhstkPnZ/6Nfr8vXrfJZBK5XO7KjbEmDeqzqXYMHDd+GjTcFYz6LfNgrtfrcXJyIm5ldB/x+/1YXV0VK0UWRXLd1ul0CAQCiEajyGQyUi+mHVbfQW2mZjKZRLnA4nd21530delGAmzS/qenp/i7v/s7OJ1OBAIB3Lt3Dz6fb4jVdDgcUlTD3wfeDjj1w+Mw6odIHabdbpfiSofDAZvNJhWo9XoduVxONJj7+/sol8tIJpPSqGZUCzrtGBdkXxYul0uqqjmeNpsNbrcbi4uLcLlcCAaD0hBktDX6WcE1de/FYhHb29vY2tpCKpVCpVLRmGsFFosFkUgES0tLiEQiko1h+vjw8BDpdHqqAz+1w9rJyQn++Z//GTs7O/B6vVhaWhL/Wb/fD4fDMdSYRgULjka9gPV6vTgAMOvCohlmWvihslDdbheFQgEvX76UBiuz5ATAZ5X60tGGPho03DVwLdLpdBL06fV66TjKjE8gEIDVasXS0hL+6I/+CLFYTOSpPKzSK7ter+PZs2ewWCzIZDLY2trS3LsUjDZTo1zXaDTC4/EgFAqhWCxOvHXqjfDrDFDZjluv1yMYDKLf70sQzM+05Ro9/akB2EXADmzsCsRNlgEh8FZPyO5jmUwGnU4HmUwGrVZLWNlZDOw+9tBgNpvlBO5yuaTCWg1+HA4H3G73pR4A+hE3m03k83mkUiktDT0GdOTxer1wOBwS/LDOoVwuo1arTXULdWa9er0eyuUyDg8PUa/XEQgEYDAYxCGBgbNanDiKcc+w6rNNCRO/Pu5auP6wFoSNsfL5/FQfZEYx2ppYa1Ki4a5D7a8BYGg/KhQKAN7JSMxmM2q1GpaXlyWGUINDSkfYmKZcLmMwGODg4OBG39Ok46xmapShagz2GKiMaavVQqFQQLfbhdVqRb1el8KiarUqgbXdbofJZBpqDKEy3gygVYal3+/D4XBI0A68fSgMBgMqlQpOTk7EAiaVSqFWq6FYLIp3biaTEUeTaQiwL9rNSG36Q4bK5XKd+fMs1lAPKgaDAYFAABsbGwgEAu9lChhcn+UQchZqtZr4gu7u7kpwPe1Sh08BHh5ZdMNx5uGkVqtdqiB40sHi3MFggFarBb1ej3Q6DbvdjkQiITZl4xhsHgBdLtdQEZ8KZsd6vZ407KA0xOFwyPrDA36r1UK5XEY+n9eaWN0COM8bjca12btq0HBdoD823crUIJD7NA/qXKunIc64ScxKM7UbD7DJSpVKJezs7Ii+kTo/lXkmg0KtJCeqWjRnt9uHJCVEKBTCkydPEAwGRRpiMBiwv7+Pv/mbv8HW1pZIQ2i5xVa/3EC5cE+DPOSiQTbH2m63IxKJYGFh4cyfjUaj+OKLLxCJRGC32+Hz+WC32yU1z85h1MqzCES1KrooMpkM/vVf/xX7+/uIx+N4/vw5EomELEQa3kFNk9GfGXiXVstms6IJnAXU63UcHBxIl7qXL1/KuqEGzOMW4FAohI2NDZGScN6qoOa/Xq/D6/VicXFRnAFWVlbg8XgkwKY138nJCXZ3d7X5eQtQPfxnqchUw2yALdSDweBQ4aO6P3e73Zlcq68Ls9JM7cZLMDnJ2u32BwdN7QI5yr6SWWJ3MVpoEb1eD0tLS+IC0Ol0ZFK/evUK33zzjbRTb7Val/bZnkaoulJVY3kWQqEQ7t27J+M4NzcnGQWbzSYHorNS85dBvV7H0dERNjc3kclkkE6nUSqVPuo1ZxVkSGw2mzAkPLxSIzhLrAgDqquAmsdIJCJFuKNzvlqtIpFIoFqtIhAIyIJO5yPgHTlA6z82sdJw82AWgQz2rMxzDbMBrs92u31ofSbUtXrWso3XhVlppjbRHiejJuPq/9XujJSYqLBarTJ5TSaTpHe5Sap97BlYT1twTa9wnvQY/J4F6pcAIBAI4NGjR3A4HGf+fDQaxcLCghQxUvdERxC6V1w1dcNFptvtolQqoVKpiIOLtuBcDKptV6VSQaVSQblcRqPR0MYQ7xqjDAYD2O12NJvN9yw6m82mFDuzUyH11qpVINeOj2nGNO3Q6/Ww2WzvyZM+NdQanEqlIh1otRoNDZMAi8WCUCgkDda8Xq/YEHOfrNVqyGQyqNVq2N3dRSaTEQc1ba2+GKhwoPxm0ouvJz7AVrU3/KzX68VhwGAwIJ/Pv+eH2Gq1sLGxIRrjQCAgtnxkP2hkPq3Mda1Ww87Ojsg31tbW4PV6z/x5NvehRjoQCJzbJMNqtcLtdou8hkUbqivIxwTYzWZTNPDHx8eIx+NIJBJig6Thw2i1WsjlctDr9YjH44jH40gmk1IkctfBxijjJCWEqsGuVCpSqMuvAe+zpnd1QzSbzSJPYoe7m0C320WlUkGr1UIikcDm5ia+//571Ot1rdmNhluH2+3GkydPMD8/j/X1dayurmJubg5Go1EKhbPZLP7v//2/ODo6wvHxMV68eIGTkxMhmjSMhxqbmUwmeL1e9Pv9IfnNpGKiA2wAY5nli2xuwWAQ1WoVrVZLNkq1IxyZqGkNroF3haKpVAoAPqjjYpEX8DZ49vv9n/waz4OaBiJ7rRV9XA60fALeHriq1Sqq1eotX9XkgE2LLgqv1ytZFbU9u5r9uusMtlpge1NV/DzgMK2ey+WQTqfR6XS0w7iGWwe7Z87PzyMSicDr9YpFLcEOsG/evEEqlUI2m0W5XL7Fq54uqC4iqvxmkjHxAfZ1gGniVqslXSJHU8DTCGrKM5kMLBbLxG40DFCYZqc8J51OY2dnB+l0GgcHBygUCmg2m5JV0PAOqksGi/1MJtNQk4JisTi1WrVJAbNiLNTlBkkdOLvn3dVxpkUniz2dTqf4iXc6nY9eT9l9cNSJiK4C1WpV6mZG2yjfNZjNZvj9fkQiEWmUBGDIZlEtPh9tmKLh8lDXYdVla2VlBcvLy1hZWUEkEhEppipBbTabUruhuWNdHnSN48GFTdYmGZN9ddeEWq2Gvb09AMDOzg4KhQIajcbUt96u1Wo4PDyUlPWzZ89u+5LGguwTHReKxSJarRZ2dnbwt3/7t9jd3UWpVMLx8THK5fJQFz8Nb8HCGYPBAIfDAbvdDrvdjkajgePjY+TzefGK1nB1qD6rlEQBkHFOpVI4Pj6+s7IEl8uFe/fuYW5uDgaDAV999RWy2awc9D7WDcFkMsHn8yEcDsPn80kKuNFoIJFIiP94uVxGs9mc+jX8Y+B0OrG+vo7PP/9cPPEJHhLZddftdqPdbotjloarQV2Ho9Eonj17hnA4jKWlJfziF7/A4uKitFMH3vk593o9FItFxONxHB4eSq2Rhg9DzQKozXqOjo7eq6eZNNyJALvdbqNWq6HT6SCfz89MER1t2YxGI6LR6MQunKrFGVvR1+t1pNNp7O7u4vXr1/L1SX0Ptw0yJ/Rn5gcbOGUyGZTLZW38PhIc53EMdrlcRi6Xu/MMtt/vh9PplM9Wq1XStx+LUQkKGWzaqBaLRVQqlZlZwz8GZrNZDiN01QKGW94bjUZhsAeDwVR6CU8S1HXY6XQiFothcXERsVgMy8vLQ7a3lJepex+L0LX5ezWozXocDocmEbkttNtt2RDpeMFOjrOyyLCFa6PRQK1Wk/bv1Frf5uSjHKTf74tvMF0uUqkUqtWqyELIbmupy7PB1LnNZoPT6RRHF6PROFRXoI3hx8FgMMBms4kDwKRXqd80GLQBgN/vx8bGBgwGA8rlMuLxuAS/pVIJrVZLehXQypMORCrIsprNZiwuLmJ9fV3ci4C32tVKpYJEIoGjoyOkUqmJlcPdJCg/YG8JgkEgAOli7PV6Ua1W0Wg0tLG7JFS7YI/HI0XQc3NzWF1dRTQaRSgUgsVigU6nk6Lpfr+PfD6Pvb09FAoFbG1tIZvNotlsyvc1XB7TtMfNbIDdaDRwcnKCfr8Pv9+PtbU1+Hw+pNNp0UdNO8jqAEA+n0c6nUYwGITVaoXP57vV90n7uE6ng6OjI/zLv/wLDg4OUCqVcHBwgEqlIrZF9Xr9vXa0GoZhsVgQCATg8XgQiUTg9/vh8XiQzWbR7XZRr9c1T+BrADXG9MvWWoUPgweQwWCA9fV1/NVf/RWKxSJSqRS+/fZbpNNppFIpfP/999JtMxaLwe12w2g0DjGtRCAQwIMHDxAIBODz+bC+vg6v1ytORYVCAcfHx/j666+xubmJYrGoeeTjbaDBIk8y1MA7mVO/34fH40EsFhNrQ667Gi4OOldYrVasra3hL/7iL7C6ugqPxyNNqXiQAd7Va7RaLbx69Qr/43/8D7x+/XrIb1+TQV4cox7i04SZDbC73S7K5TKsVqt0F7xKC+9JBhlso9GIRqMhTDZwMaeVT31tXPxLpRL29vawtbWFQqGAvb09rUnHJUEGW7VZ5LzmWNMnWMPVQcaVWYJZWSuuCyqD7fV68eDBA3Q6HZycnKBcLktgx8O90WiE2+2WA7/b7X7v0DI3N4cnT54gGo3C5XIhGo3C4XCg1WqhWCyi0WigXC4Lg91sNjULyv8/yGCrblhksCm34fhzr9BwOaiNvYLBIB48eIDHjx/DbrcjEAjAbrcPZcWpu6YM8vvvv8fXX399i+9gNjAaaE9DsH0nnjayLg6HQ9qms/J9moMS1T8zk8lgZ2cHvV4PwWBQWowyLfupZTGc8Pwol8s4OjpCqVTC7u4u0uk0CoXCndavfgzsdjuWl5dF82e322/7kmYG3EDpE08pDj2zdTqdWEqWy2XUarVbP8B+CqhZpEajgXw+L02snE7ne8wzpXfA24K7hYUFkeE1m01h95hSVzvwqggEAggEAuK5z3Wr3W5LbUEymRT5iZZef4tWqyUt4/v9PkKh0G1f0szAbrcjFArBZrPB7XZjfn4eTqcTa2trCAaD79UIsIC02+0il8uJmcLW1pZmm3oF9Ho9qbmo1WpD/VBYSzANUt87EWCzGCQSiSAUCsHv98Pn8w1ZnE0jaM2m1+vloODz+fDw4UPxiWRL9E/JXIxa8PX7fZyenuKf//mfsb+/j2QyiefPn4uc4bzmNhrGIxgM4pe//CU+//xzeDweBAIBANOXMptEsDLdbrdjYWFB1ggeTgFIsHd8fIxMJjOTDCrdfvR6PXK5HLa2tmAymeD3+3Hv3j34fL6hnydDOhgM5JDSarVQq9Xws5/9DLVaDVarFV6vV7qujasNUTXYav1ItVrF69evcXJygoODAyQSCRSLRcnY3HU0Gg0cHBzAYDBgcXERCwsL790jDVdDKBTCL3/5SywtLQ3Nf5fLhbm5OTgcDrFABN46epFQ2tvbwz/+4z+KJDKRSNzyu5k+sAldo9FAIBBAu90eCqinZd+7EwE22/vS3ozpHn5vWkGJCPBuwtntdpjNZtGA6XS6T8r2qI041GYc5XIZ+/v72NzcRKFQQCaT0XSTHwGHw4GlpSU8fPhQDk1qG28NVwdlIWp7Y9X+iU4A9GCedQa73++jXq8Lg63T6cYGtGoxHTODHKtYLIZOpwOTySTZgctm09rtNnK5HOLxONLptDDYGt5CdbbxeDzaoeMaYbPZsLS0hI2NDYRCIWxsbCAQCEhQrcYN1MIzm3B6eoqXL19ia2tLSCcNlwMzhlyLpjXrPbMBNhcfo9GIarWKwWAAs9kMs9kMq9UKs9mMbrc71QG2CrJPAJDL5fDmzRv0ej14vV6srKxI0dB1uIvQz5qt52u1GtrtNhqNBrLZLBqNBvb39xGPx1EoFDRT/WsAta+8fwzw6vW6eAPTj1jD5cCiMOraRzdP4F1NAVulz7JEgUEym2I4nc4PPr9qypauCwzAqQe+SGDdbDbFSnV/fx/Hx8c4OTlBJpPR5raGjwKfa4fDgVAo9J7MTi3CXV5extraGqLRqDSTUS0jgbcZhFwuJ/veq1evkMvlxOd62jtF3yYof2WDnmklNGY2wG40Gjg9PUUul5OW4CxeovE+gJkpYuKBQq/X482bN+j3+wgGg0NVz9flLtJsNpFMJlGtVocaxKRSKTx//hypVAr1el0cQhiQa7g6mIK32+3o9/tot9totVqysH/11Vdot9ua3u8KoPba5/PB6XTKmqBujHy+Zv3AyPfMZ5w664s8vwxg2EmQWkk1uP5QkJ3P5/H1118jkUjg8PAQv/nNb3B0dCQewho0XAWcx3q9HvPz8yL/UOHxeLC8vAyPxyMabLvdDpPJJLUBnU5HmvWcnp7id7/7HeLxODKZDF69eiUEUy6Xk86mWoB9ebDHh8FgQLFYHOoSO03jObMBNhmYZrMpDDabc5DJNhqNUyGUvwhGGWydTod4PI5ut4sf/vCHCIfDAK7HXYTp8mKxiFwuh6OjI+TzeZycnOCrr77C6enpR/8NDcNQm0ZQ587FPpvNIplM3vYlTi2Y2WFmi8EhQQlUu92+M0V2fMZLpdKlDxR6vf7KWbJms4lEIiHs9enpKRKJxJ3u2KjhekCJksvlwurqKh4+fDj0fVUKMlpEpwbKbBpTLBaxv7+P3d1dZDIZvH79Grlc7kbf06xCjWfYCVNzEZkgUE+o0+lEvlCtVqHX6xGLxdBqtaT1brlcvu3LvVaok7NQKGB3d1c6HzHla7PZEAgE3ms1Sk9lss7VavW91GyxWMTR0RGKxSKKxSIODw9RKpWQTqdnsvjrtqA2OLBarRK0sLi1Xq+jVCppGr+PBNORbF/MQI5Bda/XQ71eR6PREL/xaU1ZXhTtdhv5fB6DwQA2mw3fffcdSqUSXC4XFhYW4HK5ru1vjcpCDg8PpaEM08TTsJneNHq9Hmq1mviCl8tllMtl0QkbDAY5hHNuz/q8PQtWq1VcQWKxGMLhsDQyAt4SGHS6GYXaCZp7X6lUwsnJiRQ9k2XVcP3guGezWak/Ilnqcrng8XgkXpm0+T2zATY3x06ng1qthmw2i3Q6DYPBgJ/+9Kd49uwZvvvuOxwcHMwc+8eCCzVN6/f74fV6sbS0BLfbjVgshp/97GeYn58f+t16vS6ettRyj57KK5WK/Iyqu261WjN3WLlNqA0O1MW/Xq/j4OAA2WwWh4eHWuOIjwQX8H6/j2KxKAdKykJarRZyuRxyuRzy+bx4js8yqtUqdnZ2YDabcXh4iJOTE3i9Xjx69Aj/5b/8l/fYv48BZSHJZBKHh4f41a9+hePjY+kIqTHX49FsNpHJZNDv92E2m3F0dCQF/X6/HxaLBfV6HblcDslkcmhu3zV4vV48e/YM8/PzWF1dxdOnT7GysgLgnWyJUhBgWIZQq9XEEYTz8+joSLqLVqtVOchouH7QocXn84mMh8XT0WgUKysrqFarSCaTE7cXzmyAPY7BrtVqMBgMWFhYECuqUQZ3FqAy2Pl8Hvv7+0in0/B6vWi1WlLwOM4ujw4g+XweiUQC29vb7x1AKpUK4vE4qtWqBNV3deH+lFAbHJDBHgwG0rwnm82iVCrNfLD3qUEG22Qyvcdgs2EEGzk1Gg0pXppltNttFAoF6HQ6VCoVNBoNabxz3Tp/6r339/dxdHQkhY0ac30+yGCbTCZhr8vlMvr9vviWszC3Xq8Pze27BrPZjEgkglgshoWFBYTDYZGCjIKklCoJGXUI2dnZGfK+1vDp0O12ZfxVRyMWpXo8HgwGg4lsojR5V3RNUBfnZrMpTgtmsxkOhwNmsxmNRmPmFxzVyk+n0yGVSskG6ff7cXx8PPTz5XIZJycnqFQqyGQyiMfjyOfzQz9Tr9clVU49sIbrh8lkgsfjgdfrFQabB0bal2nOIR8PSkCAt/O/WCxKMSMZqkwmI8H1XQr8qH3udDowGAzI5/N4/fo1gHcSJrKm9Lvu9XoiraHvPR2HKpXKe6n0RCKBN2/eIJlMIp1OiyxEw/mgTn4wGMBqteLVq1coFAqwWq3CYO/u7iKZTEq2cdJS6DcFFjmqDdjUIFrt48ADN61uWcCYy+WkoJ/zW5unnx48gDscDvR6Pck80Iffbrej2WxOpCPczAbYACTwK5fL2NzcRKPRGGrFm81mZ14zTCaKm2M6nYbRaMTz58/x29/+dqwGu9lsSiEHLfhGf4YLDL2vNVw/HA4HVlZWMDc3h+XlZTgcDgBv0/dv3rzB8+fPkc/nNeeQjwQPLMViEeFwGPv7+3C73cjn89jd3UUul8PBwQHy+Ty63e6dCbD5HtW6jN3dXfzN3/wNfvWrX0nrc4vFgmg0ii+++AKRSERkCc1mU9LolUoF+Xwe29vbKBaLQ3+HXSMpMyuVSndifD8WjUYDiUQCRqNRMgC0k1Ob9aRSKfFun/X97iyowZhazwJAnulms4lisShNTr7//nuk02lkMhm8fPkS2WwWzWZTrPm0wtubQbFYxHfffYfT01N89tlnePToERYWFmA0GuHxeBAMBtHr9cbq528bMx1gE9RQUpPG7mP1en3mg0NVLgJA00hPEchgB4PBIQ02A8JUKqXJc64BvV5P5FKVSgWlUgmFQgG5XE4KoXkYv4sbKn2xgbeSszdv3sBms0mhNFujr6yswOVyoVqtysEvn8/j4OAAxWIRyWQS3377LdLp9Huvz3VYC6wvDkpEAKBUKiGVSt3yFU0uxjHYwLtMd7fbFR01nZl2d3dxdHSkOYTcMprNJtLpNBqNBsLhsGS4DAYDLBaLdK3WGOxbAtM8g8FATqgOhwOHh4daYYKGiQKbc+h0OthsNgSDQUSjUWnd3el0pHi33W6j2+3eyaDvU4HFff1+X4qayuXynZbiMAAeDAbQ6/Wo1WrodrtotVrSwEun0+G7775DMpmUwmc6s5DBLhQKYw8p0+hvq2G60Ov1xHbSbrejVCrBZrOJbIl1LXTESqVS0uBIcwi5XagSvng8jq+//lpcXHZ3dydaKnknAuxyuYzXr1/DYrHIqcdoNEozFA0aJgUsbDQYDAiHw3j06BGePn0Ku90uc1b9uAuezDeJZDKJv/u7v4PdbhdpBA8zd7XRCaUFLDCi3lHVYO/s7OD58+ewWq3CBlKDrXZ9rVarZwbYGjR8KlD2YTAY0Gq1EAwGpUCfNUfxeBy///3vkUgkJOCmXFIj4m4PqoSP98vpdEptHXsTTKJU8k4E2LxBGjRMOshgm81m2O12YbDZbprsNa3iqB/UcD2o1WrY29u77cuYODAoZgHjOIwWTGvQMClQGyepDHY+n5dC/qOjI7x48UKbxxMGVcJHO75pwZ0IsDVomBawq6DFYoHVapUPMoH9fh/VahWNRuPOdBXUoEGDho8Bi/0HgwE6nQ6sVqtIl+LxOCqVClKp1J0tAtXwaaAF2Bo0TBDo7Ul/T35UKhXkcjnZCPL5vDTh0HxYNWjQoOFsqI2TzGYzvvvuO5jNZpGBUQZVKpVu+1I1zBC0AFuDhgmCTqeD2WyG1WqFxWKRDzaKqFar8m+NbdGgQYOGD4PdWjVouEloAbYGDVOAWq2Gw8NDnJ6e4uDgQCu60aBBgwYNGiYYWoCtQcMUIJPJ4F/+5V/w/fffS9tYDRo0aNCgQcNkQguwNWiYYLARQq1Ww/HxMd68eYN2u60x2Bo0aNCgQcMEY/Ja32jQoEGDBg0aNGjQMMXQaR66GjRo0KBBgwYNGjRcHzQGW4MGDRo0aNCgQYOGa4QWYGvQoEGDBg0aNGjQcI3QAmwNGjRo0KBBgwYNGq4RWoCtQYMGDRo0aNCgQcM1QguwNWjQoEGDBg0aNGi4Rpzrg63T6TSLkWvEYDDQjfu6Ns7XC22cbwbaON8MtHG+GWjjfDPQxvlmoI3zzeCscQY0BluDBg0aNGjQoEGDhmuFFmBr0KBBgwYNGjRo0HCN0AJsDRo0aNCgQYMGDRquEVqAreFWoNOdKVvSoEHDlEJ7rm8Glx1n7b5o0HDz0AJsDbeCwUCrs9CgYdagPdc3g8uOs3ZfNGi4eWgBtgYNGjRo0DBh0Ol00Ov1GvusQcOUQguwNVwKF1nstfSlhrsAbd5q+JTQ6XTyoUHDrOGseT1L8/1cH+zbgjrAWmprsjAYDOT+8PO4ezTuIdHpdO/97GAw0O6xhqmENm81fEqo80uvf58L09ZODdOMs+buLM3piQuwdTodDAaDBGO9Xm+mBnwacJEDjtFolJ/r9/vyc1z0R9kX/pvfVzcH7f5qmAZoB/+rQRu3q4NrqV6vlyBbXXe73a42ph+J0b1Jw6fBXVwHJi7ABt5pz/r9/rksqYZPh3Fss/o9HoRGA2s1uFb1g+oixvuqBuYaNFwHzpu31/G7H/P6s4TRDNV1j5s2zsPZwtEAW11X1XHSxu3yUMfzomOnjfPVcNfGbSID7H6/DwBDwZrGeN4cxi04FosFXq8XFosFZrMZDocDJpMJ3W4XzWYT/X4fvV4P7XZbAmg1wOb963Q6qNfr6HQ6kp3Q7qeG68SHmJKPWeTPO3TelXmsPtcM+nhwHh0DrgPEaLbrLNyVsTwL6vpps9ng9/ths9kAAAaDAQDQaDSQzWbRaDTOHH8N52N0n9MIvU+LuzauExdgc6Ho9/tyatfr9UMLyKjEQMPFcZHgYzSDMBgM4PV68ezZM4TDYbhcLszNzcHlcqFWqyGfz6Ner6PdbqNcLqPdbgvDrdfr0ev1JKAul8s4OTlBpVJBp9ORe33Z69Sg4TyMZkwIBi2jX78IznteRuVP04qLrA98rvV6PYxGozzj7XYbvV5Pfk7NdI1K/vjcT/NYfUro9XqYzWYYDAaEw2E8e/YMkUgEOp1OxjyZTOLbb79FKpVCt9tFq9VCt9u9U4e9q+KsQrrRA+N5Pz+aRdDG/HzcxfGZuAAbwBDDMU4uon5PS+leHh8ak3HV6xaLBeFwGIuLi/B6vVhdXYXH40G1WkUikUC1WkWj0UChUECz2ZQN2GAwDC3+BoNBWJfRe8q/fdHr1KDhLKhB7+jXrqtKfVT+BFx8XZpk8PrHsXlcjxlkG41GCaA7nc4Qs60e1rmGq4HIZQ84dwk8mBiNRjgcDkSjUSwtLQ0danQ6HXZ2dlAoFKDT6YTYmOa596kxur+M+z7lixeR32jykqvjLozDRAbYnLROpxPRaBROpxP1eh35fB6NRuM9tuRDrzN6wryL7KgaDHwI6umdm6fdboff70ckEoHb7YbX64Xb7YbZbAbwNl3Zbrfh8/nQbreHNoJut4t2u41ut4tisQiz2YxisYhKpSJstspy8zrvyr3RcH0YDAYSAOp0OrhcLgQCAdjt9qGisHq9jlwuh0ajMfT7Fz20q6zsuGuYZoyukwaDASaTCQaDAXa7HaFQCDabDWazGTabDUaj8dyCO6696kG72+2i0WjIv7meq+sAZWfTPp5XBQ8nVqsV4XAYsVgMAGAymSSre+/ePdhsNhSLRRwfH6NcLp/5Wnd1HFWMK8AH3j8sn+U/Po6pvuy4avfhLQaDAaxWK9xuN6xWq8x1o9E4FO9NczHvrQbY4wJdNQUZjUbxp3/6p1heXkYikcBXX32FZDKJZrOJYrF4boA9ugmqD4aaBlJv2ln/nnact1iM+5oaXFssFhiNRgQCATx48ACPHz+G3W5HIBCAzWYbSvtyA+31etDr9UMbQafTAQAUi0Wcnp6iXC7j6OgIv/rVr3B8fCzsN+/pLI2/hpsF557RaMTi4iL+5E/+BEtLS2g2myiVSmg2mzg9PcXXX3+NRCLxXn3Hh+aemr7v9/sidZoFqOswP2w2m9RfLCws4Msvv8Tc3BwsFgsCgYBsjgzCGRgDQKfTkUBazXA1Gg3kcjnU6/UhLTHX9mazKfUa3W73NofkVqAy2D6fD0+ePMHnn38+tK8tLy/D6/Uik8lgd3cXf//3f49SqfTe65wll7rLUIPocVmt0fhBlTKOk6pq+9XV4Ha78fTpU4TDYTgcDoRCIdjtdpyenuK3v/0t4vE42u02arWaxBDTRJDeOoM9Lg3DlKLT6cTy8jI2NjZgsViwu7uLcrmMwWAghR7nDTZfi0Hg6ClVXXDOSolOO85aQC5SYES9n8lkkkKbcDgMq9UKj8cDi8UiGyvHs9PpyP1RA2wuSpVKBR6PB5VKBSaTCS9fvkQulxPN/XnvY5buC3HW+5rV93tTYHDidruxvr6OjY0N1Ot1pNNp1Ot1AMCrV6+G5idwsWefmy+LfNUAcNwaNEn38TLzTZWD2Gw2yWKtra1hZWVlaEM0Go3ymYftfr+PVquFarWKVqs1NP7VahVOpxO1Wk1Y12q1Kj87SoZc9/uddKj7oNVqRTAYxPz8PIB3WUWLxYJGowGv14tWqwW73f7ea/DztI7Dp4K6L6p1Xuq8MxgMcmAc1bare9p5f0OFNv7vP4/MziwuLsLlcmFpaQkulwtmsxmbm5vI5XKSlTzvdSYVtx5gj4Kbotlsht/vh8/ng8/nQyaTgclkAvB+cQGh/n80sOQDBJzNXE/DDbss1BO2+sBTwgHgvXHiAm42m+F0OmE0GuF0OqHT6SSNOzp+/H1usOprqgcdBuuDwQB+vx8rKysAgHw+j2azKRvzuL8xa7iMbEfDxWE2m+Hz+WCz2RAKhWQd0ev1KBQK8nOX2QDJWuv1erjdbsRiMbhcLtTrdaRSKZFIVatVYVo+9Jq3gbOu57zrZPDs8Xjg8Xjgdrvhcrlgt9ths9lgtVqHZCSqfpV6Vn6v1+vB5XLB5XLBarWi2WyiXq8jEAig0WgMSXcqlYrUd7RaLVQqFbTb7Qtf90W+P6lgAKfKZii947iShBoMBiLZczqdQzKbUXnkXYIaA1gsFokrzGYzPB6PZLk4N0d/R5U4cl9SMwCdTkf2rGazObSHjZOwTktQeJPQ6/Ww2+1wuVzwer3w+/3weDzI5XJwOp3inFOr1aaKuSZuLcAeDYA5YHa7HbFYDB6PB+vr61hbW8Pq6ioqlQqsVqv8/rhT53kMtrrQjNP1zfIixEVBHXOyUlxEGFQbjUb5usViEaZ6bm4OBoMBrVZLNsrRMVNTbirUv2u1WuH3++F0OsV94MmTJ9jd3UWtVhOt9l1JDY/qAC86D8+SV132dWYRTqcTa2trCIfDePDgAe7fv4+1tTUkk0lkMhmUy+WhA6XKXp81ZmazGV6vF1arFaurqyJdSyaT+Oabb5BMJlEsFnF4ePhemn5awTGyWq2IRCIIhUJYXFzE/Pw8FhYW5ADOgwelfcC7sez3+7Ju93o9zM3NDVl6MoBsNpvo9XpotVooFototVpIJBL49ttvkUwmkcvlhNFSMauyB2YBAKDVaqFWq6FSqYhsj+wq70ulUsHCwgKy2SxarZYEe3dRwqA+29zfgsEgHj9+jEAgIFkYn88Hk8kEh8Mhc5hZV3XPUmsHCL1ej3q9jmw2i3q9jkQiga+//hqpVAr1eh2ZTAb1en0sGXiX7oWKcWNBmdnc3ByCwSDu3buHQCCATqeDaDSKbDaLarWKSqWCVqsFAJfKNt42biXAPi91RbbU7/fD7/fD6/XC4/HA6XRKEKj+7ihGGe3RAGa0kl29nlmHyjRzMVE3R7JQ9Lim9tJqtcLhcMhpfjS4Vhly9R6pKTRuvAzgTSYT+v0+lpaW4PP50Gq14HK5YLFYhn5+ljFufgLnLxzjAvLRr82i1OmiYOaFcqZgMCjrSK1Wk6wNMHwgvIjums8B6xEePnwIt9uNRCIhOmz19WcBPHSTZeKH0+mUNYJdXc96Zs1m83tZrVFwDaHVZ6vVgs/nQ7FYFHbRYrHcmbS7qvvtdrvCYNO1hWlzEhUejwculwtutxvValXuyV0LrgmVSGJxbiQSwfz8PMLhMJ4+fYpQKDTEbBuNRqmtUOcZGWq65HCeV6tVxONxkTuxlggY7nQ8uibfZSZ79L2T6HM6nXC73fD7/QgEAvD5fHA6nXA4HOh0OnJQmrZxu5XdYJRRBt4FVA6HA7FYDAsLC4hEItDr9ZJGZHEMmQ+mItVNkq+nFuiZTCapTm02m1JoM2036yrgBqnT6SQ4cDgcsNls8Pl8UqDEnxkNktVNs1wuw2QyodPpwOv1Xuhvq5/5b/49i8UigTvTQ36/H7VaDc1m87108CxjVBOofo1QDzRqFmaUwb6rmyrHjU2RQqEQvF6vSMv6/T7a7TYajYYU46pp3w8dbBiQM7B0OBzweDwIh8PSYInP0yzdg06ng2KxCKPRCKvVit3dXTQaDdjtdgSDwaGMl5oRU9eOi5AYHGPWdLjdbszNzcm4Hx4eotVqDTWrmlXwGQfepsdPT08liGYPArVPhNlslgBFp9Mhm83OJLN/UQwGA9hsNkQiETidTiwsLGB1dRVzc3Pw+XzweDyw2+0iGSFzPZqF5ZwcJyGxWCxwuVwwmUyo1+u4f/8+nE6n1BlwfVHdsXhtGt6CB0hmrhkbmkwmkY3Q3vc8tcKk4tboltHgmgtzKBTCl19+iSdPnsiCXSgUUCwWUSgUkM/nJWXDwjj+rrpRcsGhzGFhYQEulwvpdBqvXr2SBYgs6yycKscFY2SfTCYTYrEY/r//7/9DLBYTHanb7QbwLjhhirbZbKJSqeD4+BjVahWDwQAnJydIp9PCAng8ng9ez+jGyg2UDAx9smu1GtbX19Hr9ZDNZlGpVKQYbdIw7kD3sa/HhV2dz+rBhxsuFyRq/VRM+/y9KM6Sx3DMXC4XVlZWsLGxIUV4wNtAsVwuI5/PC0vKNeAiBUtkuChzYuOPcrmMUCgEh8OB7e1tZDKZ915z2u6NOp6NRgPHx8fIZDJIpVIoFovwer0IBoPY2NgQRyHaIapp91Ep4Hl/D4D4PnN90Ov1qNVq2N7eRqFQgNlslnWJKeNZBAOzbreLVCqFf//3f8fp6SmWl5fxy1/+Eh6PRwp5DQYDnE4nYrEYWq0W4vE44vH4nQ2w+az5/X787Gc/w+LiIqLRKL744gtEIhGYTCbJwBgMBmGtAbwXXAPv2OhRQo/EXbfbRSAQQCAQQK1Ww9bWlszNVquFQqEw04fBj0G/30e9XketVhvqjWGz2RCNRlGv12E0GrG/vz9V0hBiYvKZDLbsdjvm5+exsrIii0yz2Rz6UAvt1IIP4J0+hw8OU5vhcBg+n2+IZQJmr8Bx9KDAhcBiscDn82FtbQ3379+H1+vF2toa3G73ENNUrVaRSv3/2vvOp8aya/slgXLOQtBA57bH9puZV+VXL3159f7r3zc/l8uecRh7PDMdoElKKOcESL8P1NpsXa5IQ9OSuKuKgqaFwrnnnrPP2muvfYxOp4NyuYxmsylMMqv9/X6/LBh3GT++nm5AEQqFEA6HRS4yL6l2s4PXVTKMux7UdEDDTdNofcZCGz7eDMtyWLwOZvNcs3kMAFnMBFww2IPBQILr22je9fO73W54vV4Eg0HE43HY7XZUKhWRXAGLtbbMmjM223kDmWazKZklm+28R0Gr1UI4HMZkMpGiRT6P2+0WAuQ2EjyO72QykT4Io9EIvV4P8XhcilTnZX24LW5zb/Je73a7yOfzGA6HcDqdcg30wdzpdCIQCCASiaDVai3s+Nwn3G43MpkMnj9/jlQqha2tLSSTyan5qEkMYFruaMziahIEuPCH53z3eDwYjUY4OTmROiP99xYuQ9djaK9rSoXD4TBqtdqlNXVRMBd3oS4gisViUj3abrdRLpfR6XRQLBalyYzWnc4KdKj19fv9iEQiWFtbQyKRwOnpqRTm8LmWrbmJXjRCoZBY4Dx//hzpdFrGmLoz4GL8zs7OpKCm2WyiVquhWq1OLSyNRkMstXRxCMfS7GYwYwb4XgHItWcLdX0ImicmxoyRB2bf+HoTdLlcMu4OhwNer1cKlsiiUOvL60cN4dnZmQTY2iu43+9PGfKT5V52GMebh3OHw4FgMIhgMIhQKASfzze1gZo51JgFgGZaQbfbLe4Zupuefg4t31k0mYhxHIyOCWdnZ1hZWZEiRLvdjoODA3S7XcTjcUm589Cssy7AZWszHSSaSUq4rgAQS8BOpwMA0uBq0XCX+UCJzng8RjgcRjablXoAZmicTidisZh4BlO2YxzzxwDOY8oMIpGIWL+RrOCYnJycTBXPmXnaa+mIdsvha2nJIzNoiUQCa2trkn2f12zsQ8M4D2nlqWV7wPl6Swke98xFrC2aiwDb5/Nhe3sbsVgML168QCqVQjQaRavVwo8//oj9/X3kcjmRh5jpVYFp9s7pdCIejyMej+PJkyf46quvxGOR3svUTXIj1DfWIl1EYDqA1Smwra0t/Nd//ReePHmCVCqF3/zmN0gkElO6dB0UjEYjVCoVlEol5PN57Ozs4Pj4WDa71dVVrK6uolAoyCLvcDgkwNayBc22cgPVAadmBYPBoDDrLpcL33//PY6Pjy8xt/rz8vunDmRmMXD6s8ySGdjtdpE6RaNRvHr1CtFoFMFgEE+ePBGXFh14swiUfw9g6pRPRqvdbiOXy+Gbb75BPp/HyckJOp3O0gfYZtfa5XIhHo9LqvzJkyd48uSJzHN9WNNBn5aWEbymek1wuVxIJBJIJpOIRqPweDwyd3XNAg9Cs97nvEPLn5gpZJGdzWYT+7yVlRUUCgWx03r27Bn8fj9cLhfG47GsP1rnTpcQ2sfxkKILq/kegItDjcPhQDwexy9+8QtEo1G8e/cO7969+5zD9KDo9Xo4ODiAw+HAYDBALBZDoVCQpj8+nw/BYBCvXr1COp2G3W7Ht99+i3w+f+Oux8sCvSb7fD5kMhk8ffpUCuZWV1enNL9az39ycoJutzsVcDOW4Pyk7prBNNcWHbyn02n88pe/hM/nw8HBgciqHjvM1kMt24tEIrJ20h/bbrej2WwKqXGbrOM8YC4CbIfDIUVJTK0wxVipVET72+/3L2kuZ7FPRgY7nU5jfX0dx8fHog+kzs9YhLcoF48wvn+dxg6Hw9ja2sKLFy/EWSESiVzSsWrGqdfrod1uo91uo9FooFarTRWNtlotdDoddLtdYVf18xhtz7QUxJgu4/twuVyIRqOw2+04Pj4Wb92rPu9VUo1PAeNcMx7yzAJbzkUGEclkUrIIr1+/RjQalevkcrlE1mRM8VLecHp6imaziWg0imazCafTiffv36NWqwFY7nTkVfcmGQ96NJPF5twjtOaaz2l8DV5T7eesq919Pp8E1ca/X6TF3ww6wNbzmUExi0QBSEbR6/XC7XaLlZbT6ZzKFJD91u3RqR/W947OTPK98DHsHmuz2USK81hAiQ4A6XLHgwmDQTrn8P/JYAOPr9GMzn6wUI6khc5kMdDu9XoYDocYDodSm6GzLy6XC2dnZ/JdZ235enofYGaBvviPaa7eFszIksHWEl+fz4fRaCS9OFg8vkhzeS5apVMfnEwm4ff7MRwO0Ww2Jbir1Wpot9uXOqbpogMu0JpFpA2d2Re7sOm/5fMuGhgAcBJSX83gOpVKie0NGWuCk1UHC9wc2ea42+3KYkIJSblchtvtRq/Xk0IPMtUcU50q58+aDdAFfWSrGMCwgQULfYzZBX2TfcprZtz09e/5Xae1gAt5EgtM0+m0LLqvXr1CPB5HIBAQJpuaa5vNJiwfO2LqLy2PorVUt9vF1tYWAEjqflmLv67Swnu9XiSTSfkiw8QFfDKZoNVqoV6vo1KpoNFoTGWwjK9jZEo0CRAKhWTT1AdSOgcsIvQ9Net+Mq4bzBrQSYXNTnTGgG3Q6QLV6XTEbo73SCAQEB03AxftxMJDOkkDHkS1LG0R1+274OTkBO12G/V6Ha1WS2qSuAcwm8h9Djg/dD+GngIE14XBYIB8Po+PHz9O9XSgkxjXSh4MyWaPRiM5GLIWgEXM4XBYGiyZgfOR+yavjwVzcP1kjQfXZB6qx+OxkCa07Ov1eguTpf2sjWbIHrPq//Xr1/D5fGi329jf38fe3h52d3fx4cMHDIdDDAYDANPBjQ4Q9YJss9nESsvn80ngxp/ZAQvAFAO7qKAG1el0Ynt7G//zP/+Dp0+fIhaL4eXLl4hGo7Lw6vS4zggwQNQn+0ajIYwR077FYhE//PADSqUS4vE4hsMh4vH4lHuATk0OBgM0m03xumYXPB1sOxwORKNRYXnphUlbxlmOGQ9xza4KsvXmxqCO9mKBQACZTAZfffWV/JtuNtrWTMtg2GRHO4ZotxxuopQ/hMNhnJ2dIZ/PY39/H41G49pGJ8bsxaJBS8R4MIlGo/jNb36DZ8+eYX19HdFoFCsrKxiNRqjX6+j3+8hms9jZ2cHbt28l2NPBmbHQSY+Nz+fD1tYW3rx5g1QqJc4kg8EApVIJR0dHKJVKskbp5+Nzzjtuyr5z3Q6FQnj9+rUUpT99+hTr6+tTGYB6vY6///3vKBaLcjDvdruStXG73VMOD7p5jT7o2O12KRpjx0Kv1yvry2MJIPv9PvL5PLrdLrxerwSHZ2dncjBhW/tAIIB+vz81J5cdum6l1WrhL3/5CwqFwtRe02q1kM1m0Wq1RBbCoFp3bOTPkUhEMsAbGxuIRCIIBoOX7hfOVQbwpVIJjUbDchC5AoPBAOVyGaPRSCx6R6MRVlZWkEgkEIlEUK1WkU6nUSqV0O12Rc6zCPjsDDaZiWg0ikQiAbvdLpW4zWYT9Xod9Xp9SgeoJzYXX/6sU78MYlwu16WTPfXE/LtFh8124RYSCoXEpszv90tmgNCpbzPo9BnTN1zAgfOq9kqlIi1kqZXyeDzCwmomVne2Go1GU97E1IHr4j7dgvn09PRBZA93STsZF1iyb7Rxi0QiWF9fxy9+8Qtsbm5O+QZrOY0+lbPog4cTXVxGxo8WlD6fT5r1sO207nZ63593XmCsweDcSyQS2NjYQDwel6Yk4/EY/X4fnU5HGOx6vS5rzKzg2giHw4FQKCSMLdcOZnRarZYpg73I42wGPfaUddG2MxwOw+/3y/pBJo8HENYMMDikrR9w7lDEoMXj8VySmen1jeu50+nEaDT62RKIWTUW84jT01Mp9Gy1WlPkAw8+HCf2LLjq8y3r/LTb7dINdDgcTtW21Ot1fPz4UbJYZl2DufaOx2MkEgk4nU70+314PB6RkGjoOi4e+pi1sRjsCxjnG9dP2nEyY00GG7g4UPv9ftkLFwWfLcBm8RcDB9rckPlkavcm6T8zNpOBO50atH6HQdBgMFgazarH48Ha2hpCoRA2NjZEfuDxeMSknQvtLJcPfidb6nQ64XK5JPAFIIsHW/Fy8aKGWDu0MEjU7Y9TqRRCoZCkLX0+3xQbCUAC0fX1dVSrVTSbzQevwtaFKx6PB/F4HG63e0qbp7/cbrf4rofDYWxvbyMUCiEWi8HhcEy1gAcgelSexlloo3Wq+l7QhWAMICn34cJDGRCZPbOKeGIZNlWn0ylp30QiIV0bA4GAFByxIJS1HJ1ORw4tegyuGw9mKLieMHjntWu32+h2u5fGexnGWYM+1ZyHbJvODBZwzrLyQH1wcICDgwNks1n0+33JJjAw7vV68Pv9Mn7ABQEAXGTZ6LTDe41SEQA/m6FdpGvEQzyJIrP29JQL8uuqPW6RPvt1MOqrySSfnp5OZQxZQ8TMh5mzDYkqu92OdDqNzc1NqZ9hjYwubiYTfnJygmq1Kp7xfH2zWo3HCOPn5iHcZrOJMxk77pJQcrvdiMfjWFtbg8PhkD4Zi4DPFmCzAIH6a3bxY2Fdp9MRD+brbIbMWCfthRsMBmXD5ckoFApJC85FBheEaDSKr7/+GltbW9jY2MDLly+xvr4u+mZ+di4KOlDUqXYeQJxOJzwej9gccdEiK91qteSxf//73yUjYJQ9aP3w2dkZnj9/DofDgX6/j3g8LhZKBN02dBV2uVyWKuzrmMb7gtPpRCQSgcvlwsbGBv793/8d6+vrl4JhpmcDgQDS6TT8fr90W/P7/RJUt9vtqdRkt9tFsVhEp9MRVkq7NjAAJFvCAN7tduPVq1ey+JyeniKdTiOZTKLT6WBtbQ3lclms/K7SYy/6Iu/z+fDs2TNEo1G8fv0ar169wosXLySwGI1GKJVK+Oabb7C7u4tisYhisYherzdVw3HVOHC+aQ02swS0RCuXyygUCsKMP2Th7UNBa90pc3r9+jW+/PJLvHnzRtwVJpMJarUa/vKXvyCXyyGXy+FPf/rTJUcLp9Mp0rPxeCxzmh7CRhKA0hEGPixi7fV6khlbNjbWDDzgsBOhtowDzseLBJLP53uwDODnhjYrIBvN9c/YXZTZWc0sGyVnwWAQT58+RSgUQiaTwddff410Oi1rALO1nHP9fh+5XA6tVgvv37/HP//5T7x7906YbOM10Nn2xwxK+NrttqzPyWRSpKaUkr158wZerxf7+/vIZrOo1WoPKhO9Kz4rg80gjowEWWUW1w0Ggzt37yFD7vF4hHEii0tmVlcVLyp4k1PLuLW1hXQ6LUye1pLx82uZDVMuRvafLAgzC7rYkNIRY+pL64R18R8XLv5/pVJBJBKRjAX/FrhocRuLxTAcDtHpdC5dp4cIYMhYssDl5cuXeP78OUaj0VRqlmwz/cYp3aBOt9lsYn9/H81mE81mUzriNZtNHBwcTOkAeSDRji5koSk7cbvdcDqd4oNNQ/6VlRVJ0VOCMsuxZVnAQ3QymRS9XiQSkTHk4Safz2Nvbw/1el0ONITZXDJzFmERrnYjoGyt2+2i0+lMdSKb50X/ruCBms5MsVgM6XRarOH4uQeDAQqFAvb29lAoFJDNZlEsFqeeZ3V1FScnJ5KyJ4Ot5SF8LHDROIzrOgsdR6PR1GsvA676LEapjGZR+f9cu0l6mM3nZRkrYFq2pB2CmD01e5z2tjZ62lOuGIvFxM96Y2MDa2tr8Hq98Hq9U4QUCyLb7baYMpTLZZTLZSFMjNdomdeJ24AMNiUinU5HbEC5h3HvI7HHhlbA/DdWe7AA2zjB2AozEomI9prtucvlMiqVisgQyLTehLXUTT1o0cMARActZoVziwbqlVdXV2XDM2pEuZgAF0GsXmR0K24WedDrlhIGMqtGdtUMOkDkl/Ya5vOzNaouMNUpTlZsk7Xi9fvUzDXhcrnEjz2dTgvbfnJyApfLJRpesmc8LNBuqNPpwG63o9FoYG9vD41GA/V6XQoRe72eMNna45pjAUxbynGzIFvS6/XQ7/enJDws5AkGgwDMu93N60J0U+jUYSwWw+bmJjY2NpDJZODz+UR7SfaqVCqhVqtNBddaggDMLpjVhdjau12zXZzvnA/L2NRDrxP0GU+n08hkMuIYolPkxWIRuVwO+Xwe1WpV7LeM2Sdt/ccsj9frNT0A6eyb2+2WfWN1dVUsKud5o70NrvoMbKQUi8XEzcbo5a5doHR3vJs8/yLiLvsC71s9dh6PR4iRVCqFFy9eiPQsEonA5/OJ3BTAVDDPjGSxWEShUBDiRdfaPFT2ddHAMeK6XalUAADpdBrAtAWrsXHYvI/lgwTYZptTLBbDl19+iSdPniAcDkuHsEKhgB9//BHZbBbVahWNRmNqol73Olxw6OCwvb0trBP1rtpChzfZvF8oM9CMnemsly9f4vXr15IV4OfRp3Xjd+CigxUDxGq1ilKphGq1KlW9ZK1ZGGZkmfRz6QVPf1G/zeYUZMYJLkQOhwOJRAIulwv1el103XyfuvDpU12zYDCIX/3qVyK5oVuCbpZB31SOT7fblYK3o6MjKdLd2dkR+QBtyigvMVuEdfMaHi5pXbmysoJqtYpqtYpKpYJQKIRQKCRdBhOJBDKZjKTgWRC1iDBmW4CLhi9erxevX7/Gf/zHf+DVq1cIBAKIxWJYXV1FvV7H7u4uKpUK3r9/jw8fPmB/f3+qmPQmmkjNbmmWSzNgwLkGWFtyLdo6ch10w5dMJoPf/va30jCJco5eryeFY+/evcNf//pXvH//Xua8cczJ/o/HY3Q6HZTLZTk46YDcOOaTyQTRaBTb29s4OztDLpfD8fExWq3W3LNZ9wGv14vNzU1xbOGhkp+b669erx+DFOEmn1EHZdpJi78LhUL4+uuvsbGxgVQqhS+//BKpVAoul0tsUY1MOcf3+PgYf//736UxGxvZ6f3P0mFfhr4W7XYbe3t7mEwm2NzcxJMnTxCNRuF0OiUeKJfLC9V05pMH2HpxBC6CbZ4Wt7a2ZOLSOqtSqaBYLIoF0U1ZIc3KUuMdCoVEp6YZbH26n2fN5FUbBuUBoVBIdOwMMugRq4PfWT9rBo8MM1PeZKz1l9l7NDKC+sbh8zOtbgxIjH+jK4hZUEW98UOlO91ut7hSrK2tIRaLIRwOTzkkUN/HedtqtaR1+cePH+WQwgCbi/J1ml/KafTj+Xo223k3PX5RC8gUOu25er3eVHZiEWE2R5m1CYVCYpu1vb0tcjPOsXq9juPjY7HKajabU4yTnpNXpeM1c6rvHf23DBbNOo4uCmaNA8eAdRmauNB+wGznXS6XUSqVUCgUUCgUpp5LPz8PjwBEyqPXHGNAwjkOnN+bLCCeJSFb1DlvhPGzkMGORqPCYJut4zfJNi4Drpq3V/1ejxW/nE4n1tbW8PTpU6TTaTx79gypVGoqftGSS53V7fV6OD4+xtHRERqNxlR2lrjN+3xM4OcfjUbCYAeDQSHTaEE8mUwkuNYWw/OMB5OITCaTS80F2HHt5OREqm1LpRKazaYstrdZIMhgs8iD1nzAeQpnMpnIZstCSl2IN4+46n3p9s2xWEwcQzTrw+fQG5bxO8GTORl+Xcyn7Q/1+5q1QMx632SxjZsp35/WfvOG4lwhc/wpWlEbn4sMM2sByFSMRiO0222xkWTRYqfTwfHxMTqdDur1OvL5vMgSblKoa3wvxsfrOUpJCe389NjR+52p+1nyh0WAnmOso6DWPZVKTfmp22w2aRxRq9WQzWZxeHiIYrEo2mg+l9lrzII+tOtCKWMGSMvYFhGz3vdkcl5gu7a2hmAwiI2NDZFusVkXC2pzuRyy2Szy+fyNnD14TehKRH03m/ZwvzDacumummxZr8d+Ua+BGYzrtsPhkDWRY6PZawaARhJpWXHVvJ31O+P/ca8kU00HLh7cjGsGn2MymUztj7QCHAwGU6Teoh66HxpsOkPLU22jyroDp9NpBdgaOjBwOp3ifZrJZLC2toZMJoNisYgff/wRxWIRpVIJh4eHKJVKUu1rBjMNJSusPR6PeCf6fD50u12USiWxjTo8PEQ2m8XJyclUIeWigZX8z549QyaTQSgUmuroyI3H6BZizCbwZy4YZP9YeKRbmBqr+/n9qjHUqV6yi3a7HfF4XKySjAwVLQbj8TjS6fRU57KHaJxwenqKVquFWq0Gn8+HwWAgBY65XE48fb/55htp/HB8fCyabEprKEkyK9yatQnoxxpZP+DCEqrZbMLtdouWlc4nyWRSApRFWIRmgWuHtn/c3t7Gf//3f+P58+cih/H5fFNtjvf39/Htt9/ixx9/RKfTQa1WuyQ5IMt3FSgR4RczKSzkNTZm0hvCMiEcDuPrr7/G5uYmNjc38fz5c6RSKZmH7XYbh4eH+OMf/4i3b99KvcFVIPMPnLs9MLV+cnKCX/7ylwgEAlJbYAyw2Tfh9PQUtVptKl28rGA2isV36XR6qqMo5QokBti/gId7wkx29Vhg9pm576ysrMDv92N9fR3Pnz+XOGKW+weJHlrV0nKWjlter1cIQuM1sGCO4XCIcrmM09NTRCIR8Sen4kE7CbG+yFh/MG94UBcRavnY9pItMGnDViwWxWGBnrLXBW76htGNPugSwiCDXQmbzSZarRZardZUmnIRwY2GEga32z3FsBH8nDroNgvyyGBTwsFgUWcRzE6ON53gNptNGGxKRHSnQi7+LNhjaogM9snJyYOZzE8m5xZ5vV5PFlAGUmxVfHx8jN3dXezt7aHX68khzsg8G8fgpunLWdAMttZY8v7S3u/LAB4ePB6PMNjPnz+XeeFwOIS97na7aDQayOfzODo6Ei2qZsNvuijzWul7ysheAxeb7rIGeXQo2t7extraGsLhMHw+n7Q45tqay+Wwt7cnYz4LxnlOBrvf74vdJK3NzArRdaaGQdBVMp9FvyZ6HlIGRvZer4cM+oxfxjV+niWRnwNaBkVjBGbANcxIJWYLJpOJMNg69uDzW7gelNqsrq6KqxbXaWYEGBfQenje8SAabKPuOh6PT3Vt7Pf70mVNyzZu+vyE0cKJ6TOav1MTS9Z6URcYjic1kaFQyLS6VrPTgPmNzqCXKRlubmRste7aqF3T36+CXtSZ9g0EAlN6Kr0RTiYT2TTZYCUYDIrm+SEwHA5RqVTkRg4GgygUClLA2G63xSWh0+mIfOUm43KbtKYZqMfWwT8PKQw8OLaLDM4bn8+H9fV1RCIRbG5uigUl9b88tPGgrruGaj2vsRDsJq+vGWx9b2n9ML8WYcG/KfRmRu/fVCqFSCQi9R29Xg+5XA61Wg35fB7tdntqzGfBGPBNJhPJVLZaLRSLRXHKCIfDpn+vvx4LjOwpDx+c27pmgJlMZrf0c+jvFqZdV2gTd3Z2JuYIBMdfjzNNFcLhMDY3N+HxeBCNRmGz2VCr1dDtdlGr1WR/5Xf9nBbOoS37dAwCXMSRen4b5/Y84kECbKb5otEofvWrX2F7e1s0TtSsZrNZ7O3tie5V/z1hXJj5nT9rmzIWx62srKDb7eLDhw/4+PGjmMHroHGRoDsMBoNBpNNpPHnyRE7ORnD8r1pYR6ORBIrFYlFszciSmrFItwms9ZfT6ZQOcGTdjZ3IdEDEQxm7Pe3u7t52yG70Po2fq9Vq4e3btzg8PITX68U//vEPeL1eYe3YQKBSqYgzxU0kAredb2bv7fT0FM1mU9xYeI14j00m580+mD5eRHDe2u12JBIJ/Nu//Ru2t7exvr6Oly9fYm1tDQDkkF6r1fDTTz8hl8thf38fpVIJnU5H5hMPbMbg+io2j17ovLfIFlKLr3Xfy6Z35X3q8XiwtbWFN2/e4De/+Y3YQo7HY1SrVfz5z3/G7u4ucrkcCoWC3At6zGeNCQ/WZ2dn6HQ6sNlsyGaz+O6771CpVKTILBqNXvpbHvxn1Ybo3y06i63XRToKDQYDqVPhOFLzq/sXAJjKZOnrMWtvfUzQRYtsGpXNZsWWj2uocXxI5nFvZeE1ycLDw0M0m02Uy2V8//33cvg/PDycCrAtXIDy1G63i0qlgmaziXa7LfOZcST7mAC4Uaz4OfFgDDbT12yBzZMfGWwWHuoiNv0cs1Lq/M4FhmJ4BtdksGu1mgSP9BO+7ee4Kq3/UNCFgPpAQfG/hl5IdVpWs9vARXEBNdf0cr4JG6Xf1yw5hL5OdIFgS+9Znpa6uIyfUT/+vsfc+Jyj0QiVSkXmUaFQkO6AZCGua0f+qd4bN1leJ81gu93uqeKvRQ0u9Lrh8/mQyWTw7NkzJBIJRKNRaQ+vG/5Uq1UUCgVhsE9OTqYyaABMu7ddJS+g9lo39DAy2MYiRyOrsojjTxkGM2QsptZj1u/3pYkPD+g6eLjq8KLXBgY5AKRY2GazIRAImNbg6GBTrxfzsD5/amgG22wu6/vG4XBc24hn2cbnLjDWtrTbbTidzqm1Xe+buoaJDLfL5YLX6xXbSZ/Ph06nI10HCaOzziw8huti/IxksMn0MwbRj9cMttHMwew5PzcejMFmYBUOhxGLxWSTokMDg0bgQrh+1WAZT+FccFnkwVNQsVgUWYhmPPT7u06TdhUL89AX0ziZjEHsTZ9Db2qNRgMHBwdSYEpv55vq02cxRfyZ7gBkxZLJ5FS62Rj86/EmW8h0kWas7nPsjc+lgyi+ppYDPKRrhPE1yJZzAdLSFF2MR8Z1Hk/214GbFyVFXDeCweClJkpkmukAMBwOsba2JnOE48NAnEGg2VzVoA0mtd48xHKtMbo23FQitAigHjUSiYhjCNdlZmp4KDc6MgHX1xPMknhQh0ltN+95vcYYnTKuOuAu+nUgOOfYWrpYLGIymSCTyUjgpxvxhMNhRCIR6S8BmB94lmV8fg44Lt1uF4eHhwCAZDKJ1dVVYVBJ2rHGS6+tWv44Ho9lLWLvjRcvXiAUCiGfz6PVal1qzGSGx3BdzPZcLdfhFw80DKz117yTGZ88wObm53K5EA6Hsb29jVevXqHRaEgzjl6vJwsDGSnNBt0kuGWqke2jK5UKfvrpJ3Q6HeTzeTQaDdkEdZBmZFCNz22WVv7c0IVWNwmyZ21kvMH39vbwu9/9Djs7O6hUKpLqBTCzIJK46oDC13W73WLvtb29LQ1caPdFaON4BrcsKuQmTt3Vpwyu+V4oA9BfOmC7KoD4lO+N146dIDmvgQsmhSm1WVXw8w4yqC6XC7FYTNYNSjaA6SA8GAziyZMnss7YbDZp9kCrRDq9sICa68yshgXs5sl2ycFgEG63W9yHWPRKZ5tl0mHTmo9OT2wPzWwXZWW5XA4HBwciW7jNAcNsrEajEUqlEobDoUjD6CSgnYh0ofQsFnue1uyfA96zNpsNrVYLu7u7QiJtb28jFosBgMgZqAceDAYoFouoVCpot9vyXNcdfh4jbLZzzfT//d//we/3I5PJoFAoIJ1Oiz0l64bY6EpnDPidEh2Xy4WzszOk02m5Fh8+fIDdbsfu7q50+G02m/L6j/26aCccrtdslGaz2eSAw6/T09Op7OQ8khsPymDTBSAajYqGjhsT5QBcSK4LovRCwQHmBWKKoVqtwuFwSMt1o2uIlpboiW18znnEbZhrs5uWMgN2CDw6OsLOzo4UeRgLaK6S6OifZzGBwWBQ2rkz3WzUuBkPM5q10V0kr8s43AcYSP+cYP5TpavIxtIaTh8amRrmwXHeT/izwHWD7iFkp7lOENzUWPBLRmhtbQ1utxuDwQD1eh2DwUDYPLL++t42y9ZQnhQKhSQDo6vXGZwvY1MPsvfhcFicWjifeT/2+3202220Wq2porufA2YZWOjE+W3cSI1Zg3lLDd83+NlYb+B0OhEOh0XuqEkX2pzGYjH0er2pa7eI2axPDa6T/X4fuVxO5h6zYbFYDD6fTx5rjCH0cwAXBcIAZN3ivpbJZKTrqC6gvEkm/TGA8R/vbxKuPMAwY8n9bd5lkA/ig80AWne8Gw6H8Hq9iEQi6HQ6WF9fBwBpWqAZIm6G/NJ2WZpRdDgcErTTsNzj8WA0GglTarPZ0Gg0pi4YU59aT6lZwXmEMSDlBDOzEAMuO4iQgWq1Wjg+PpbmPtrz+qbQJ3lOfOrDnU4nkskkXr58iWQyiUwmIwUk2kpO3yzU5Z+cnIi7TL1elwYv83ozGfEp3icXE7PFZ5ad3CKzImZZDa4BGjzE8eeTkxNEIpEpT/JOp4NUKiWMNuc7GVF9uLfb7Uin03j+/DnS6TTS6bTo2lmUxwBTr1GLPNYaKysrYlnGgnFufJ1OR754P97nZ9aadqMGlj8Ty2JFOQvGtXw0GqHZbGJ1dRXxeFzqZoyFYNTONxqNqU6XD5V5WyToOQacz6lut4tCoSAdSvv9vtgKF4tFsYgMhULiWub1ekVKpWuFuKa4XC4p8B+Px1MF/nx967pckFtcX8lWcyw5vmb1WPM2fp88wOZA0fmgWCwim83CbrcjFoshHo/D7/djPB6jXC6j0+mgUChI+o+ME5nMs7MzScHQJ1V3/WG6dnV1FblcDoPBQLS/GxsbqFarsNlsqNfrU0EqmRPdmczM4mseLqA+bJA9oxxAO4bM0pvbbDZ0Oh28fftWvGuPjo5QqVTkcMHHG//e+Pl1YKwX+UgkgmfPniEajWJ9fR2//e1vkclk4Pf7kUql4Pf7p4pEmEkAIAVr7XYbR0dHODw8FK9p+us+5HWYFxaY40yvcgaIXLzPzs5E96c7D+qAZZGg5zEPFEbdHX/2eDzIZDJIJBIYjUZ4+vTpJa21bkZDm8V2uy1ZnOFwKJI2u92OVCqFL774AslkcopBHw6HOD4+lsJpBux8r4sGswO59r5OpVJwu92w2c5dUyg74Dp914OF2etqgkNrunVGiQchI4vF55yHNfo+YDwgTyYTdLtdqZdZXV1FPp9HJBIRezi6W6TTaaysrODk5EQsXHkfLeIc/VTg/s85xUN8uVyW2IH+1sxopVIp+Hw+xGIxvH79GrFYDKFQCFtbWwiFQlJzpBlqu92OUCiE169fS5H2u3fvUCqVZG5b1+UCtMktFAoYj8ci0WOGxufzCXELzO/h5M4B9k0XMs08aQbb4/GITdt4PEYmk4HH40Gr1QIANJvNqVShZrMpN2GDCabIGBwz6GaBAlO8ZLhY1avZb1Zb8zX0yXKe0mrG05rWkOo00yxHA/6bDHY+n0epVJL2pLMYb+PfG3+nfUFZIJVOp5FKpaQxyMbGhrT61Wl+fTLlv3n92u02ms2mBED3kYa+Kz7n5m2UBOkU+SwGm/+epxP+XcaQ89wYYOm5yE5s+tA8Ho+nOpvqIsdGo4FwOCzsVL1eR7/fnzokJhIJPHv2DPF4HE6nE263G8A5acBOmgyuF3FzNB5U9HXR7j0M0AAIg20sbLxPGZUmEABz3bDONMx6nkWG/nxaNndyciJ1S8zqdbtdCQ4nk4nIe05OTqYKVJdpfO4TZpmRXq8ndUga1GD7fD6sra3B6XSi3+9jMBggGo3C6XRK1t7o6kWijzViLJac50z5feOm96mO4QKBwMxC/ptIZD8n7hxg3/Rm1QF2u93G7u4uxuMx/H6/6HB1+2sWNfn9foxGI8RiMYxGo6nnoc6UATZdL3RBUzAYxObmpqR10um0NKcYj8dIJBKSaqcHJr1z7XY7ms3mpU1znhcoBiBGf29jcKW1fCwe7Ha78ndmNwAPMJzQDEIYUHMDpuTH7XYjGo3i5cuXiEajwlhruzMjM6PlLmxHfnx8jGw2Ky3Sea0e8jroDf1zX3+dwmTHRl4HbrD9fl+sFnWx8Lyc8G/6HpixAs7XjWKxiKOjI3g8HpljwPXaRX1YZqBGljoSicDpdGI4HMLn8wlDznkaCoWEuWJgzwLTfD6PXC6HYrF4ZdfCeYbZ3OZY8R43dgXl4YS+vkZ5zF3fg/63zrhoZk8z1to+0ex5Fh3GNVH/nvOQ+x2dKSidIgF1cnIi81c7c1m4OyhBBYB6vY7Dw0Pp5QEA0WhUivnD4fDUAZ/X5fT0VFp/c/5+TuLoIXHdfarnp7ZhBSBjyEJ3mmPM873/YBrs09NT5HI5/L//9/9E27e9vY1QKASv14toNCq+q+l0WnRjZOO44BsdNLjIsLCRjT+8Xi9isZh0tkskErLofPHFF7IxkBUtl8v44YcfxNrv+Ph44VgpLrqa2dHQzF6r1UKhUMDh4SHq9bpIDfRjNchoMaBmmszv92N9fR1+vx+hUEgONfqa6qBIS0H0e+K1ODs7Qz6fxzfffIMPHz6gUqlIcyA+7nPcUJ+budYbLoO/RCKBUCgknvKnp6doNBqoVqtS2PtzGcbPBQayg8EAuVwO3333HVqtFmKxGF6+fIlIJALgYkE2svZk7YwBBe2d2P2U94PW9vNvNJsNQAqoS6USvvvuO/z444+o1WqSdVtU6OCa4+f1ekUW4/f7ZQy63S729/fx/v17HB8fo9Vq3VmHbfZ4EinM0HDv4PviAUgH/7pIfdHm+VUwc3AiKcQ6gFKphHA4jNPTU2QyGTl8x2IxeL1e5HI5CbIBWE1OfiZ4wFxZWUGz2USpVILT6UQwGJR45tmzZ/jf//1fkeuQXCLx5PP5EI/H4fV64XQ6Za4vWrxx3zDKvegUNBwOAVw40gWDQYTDYYxGoylJ7DzikwbYxrReu93G3t6edJwjQx2NRuH1eqdsuVhYw8VBT1Tg4oSv/STZpKDT6UglNU870WhUOl+RFdGSEq/Xi1KpJCnQRWszbUyjA5elLfqz82DCNLfRMcN4MmThIhuZRKNRhEKhqdN6NBrFixcvxN+azLZmv830zJqV4XVkRz52c2IW47HBKPsBLrp5agYbgCmDvSiBh3G+acsm3tds/kBNsAazKWdnZxKM8Xn5XafdmWI0KwrWrL+udeC90+12hVHvdDoLy2CbQVfps2uj7mLJwuNKpYJGo3GnouiroMdcj7u+nnx/2ut9WWFcg/X81Ax2IBCY0qZ7PB7YbDaRUj42KcKnAt23gHMZCT3GA4EABoMBQqGQZMCHw+GUNIfWo1riqp3TLGCKHNSHbP4fg2weTua9yPmTRpFm6T8ykIPBQGQYTM1Wq1V4PB6USiVhjvhdu1JopoWDTjabInin0yl6YL2R8j1QR0lfXBZfHh8fo1KpyE00z9CbjdF8XbusEBx7HahxowLOr49OkbtcLmmw4fP5RNLDQkWfz4dAIIC1tbWpbouU7+hsw3Wfg/ZTvV5P0s/U4etDw7wHivcNM6mPw+FAKBRCJBJBIBAQBm80Gkn6ngv8IgTXwGw2EzhnMo6PjzGZTMQXle2zOS90dy89h3VBNA+InPMMHI3riQ7EeW9xvWCASReN+w4wPye4nvDL4XBMpbH1QdjYSfA+34PRCcd4XYzz/FM4mcwz+Dl5CB0Oh5caHfEQqef1TdZiC3cDM/XMwgK4VJDNLC0943kfzVufjXmCnuuUqno8HukEPe8H7Aelabk4A0Cr1cL+/r60Nt/Z2ZHFnJuaXiRYHMdFn4GfliU4nU5pE61tc/i8tNjSqd6//OUvKBQKKJVKIhFhMeY8Qm80ZO10lyktrTHTJ+nW2gwytMZUpxfj8TjevHmDeDwuriDhcHhqbJll4EFGNziZxRCauUB0Oh3s7u6iVCrhw4cPODg4QD6fl02Eh4XHthgZC7uAiyYgz58/l45jp6enaLfb2N/fx8ePH5HL5dDv9xd6rPjZG40Gvv/+e2lYxcyUdpLQ0AEzu0B6vV6RipH9YEZMry1kmVZWVkTmRD9tZsd4EK9Wq8KyLAM0s+92u0Vex6yh9qZlsai+n+9jrmnSwOzgA5wzhwcHB9jd3UU2m0W3213oeX4bGOto2Nqbhz+uj9wH2H2Uh0SztZfPa+FmMMr2gIvgeWVlRZhrXYhHIrHZbKLb7aLRaEjDJstB5BzGDLcxm8WYJRKJIJ1Oo9vtTjm1zCMeXAfBicRTN4NBBsFmDKvWYLPxBK2JEomEOJHQKcTtdsvGqYN1YFrjR6/L/f19VCoV5PN51Go1+f95hmbZNOuk2Qo+Tv+NHl+zNKs+IcZiMWxtbWF9fV2C7Vgsdil4NmqqedI0bozG4Frj9PQU9XodpVIJlUpFpCt8T1c5HujfLzu4aVKHRn0sU5fNZlPGj0WC/DtgMTfSwWCAUqkkc4lzT89DffjSLCgzL2x5zqp0HajrAzuzNQ6HA5PJRJyHKEXjvKTLgL6flgE6q8UMIO9vLdvQ9RD3XWik1zWjWwgACVQoUzHaMd7l9RYRlEiyANzYpVjvCcYsADHvRWKfG2bjY1ZYTQZb98/guPP/GYTTbpaPtaQ75k3rNLjOssaAPuQWgz0DWhtKBwT+XqcD+P/UKTE1abPZ0Ov1cHZ2BpfLhUqlgkAggFarBb/fD7/fj3Q6DZ/PN5VGPj09Ra1WE2eC4+NjlEolCUgWpRub1lwbNYpmOmeC2QC/34+1tTWxF/J4PGi329Imli4vW1tbUkxHploz5GZ6b7MFyOzf2iO9Xq9L0eXx8fGURMcok5h1fRbhut0VOpjkAYhNQCgPGQwGaLVaaDQa0o1zWcbEqM82MvvG9YTzczAYyFjQitOY4WIBL7Mx8XhcvicSCZFQaX/mZQqqCR1ca2JCB7dOpxORSATJZBJ2u116FxA/d77xWjDjwOsDQA6M3W4XtVoN5XJ5qsjyrliUe2QWqaBJFS0LNNYT3PQ5LVzgpuPG+yIQCAj5Z5RX9ft9scUtFAoSvzwmeZMZzFhr4KKuRq9DlK6SbJ33w/FnreTTmxRPgPw9N0odwNGWxW63o1qtShrm/fv3wkJtbGwgEAhMNTcZj8diAN/v9/Hhwwfk83kcHBzgn//8Jw4PD3FyciLBHt/PPEIHEkw76eYr+sSsH0+QsUulUvjXf/1XbG1tSeON4XAomupAIACv14tkMimBCL8bC+f0NdKvrwMes/TPYDBAtVpFr9fD7u4u/vznP+Pdu3dSfGn8zPpzPTZQusCFfGNjA9vb23JQabfbqNVqUhyqm/IsA/Rc0nPA7DDH3wPnmbJ+vy9s3v7+vqRtNUPK2o5oNIrnz5/L9+3tbVnkh8Mhut0uer3eUgXYmoDg5sUsIINbPsbn8+HZs2dYXV3F4eEhCoUCGo2GMHTErPv0OlmCy+VCIpFAJBIRe0+n0ymOAqPRCMViEbu7u3j79q0wgjd9/mWCZvq1Xp2ZBpJRPBBqdhu4nrCwcBlcf4zffT4ftra2pPsrjRuIs7MzVKtV/PWvf8XOzg7y+bxIzKwA+0Jyow+ENKjgWkSlAwtKtbvRvGIu3p2+8a9KuRq1jsbNNhgMYjAYIBAIYDKZiKSBjgO0MmMHNrLXlUrlE32yTwvthmI2ZsYgW8s5fD4f0uk0vF7vlEUeA2xubLpNsn5e3eVSw/g4I8uor5k2k280GlJoOhqNTItMH/sixHoC2lmGQiFpnsKDFhvzfO6mPJ8Kt92MWHhklhbXc5MsYCKRgMvlwmAwEPsz/p9udsWM2rLMSY4BpSHMlgAwZbA517jxGS3lrpIkXTVu1L6zYFo7BfCw1G63Ua/XUa1WTeV8y3RdroOW0BgPm8xw8t/6bx7L+NwnZrGlPKCHw2Ekk0lhsGkhx/Wi3++jWCzi4OAAtVoN/X5/qQ7qd4Em34yxH7Pt2oGMrDYZbEsickPc5TRtfCx11ZPJBO12W7SSLpdLglAWhrDYYBGDEO3dy4BqPB6LXhSYHk8zGQetgrgI0+KMTi1amz1rcdY3h1mgzYVfB+RscDMcDlGv1/Hx40c0Gg3s7u6iXq+LsfxjP9UbsbKyIsyiXlzo/65bpxsdBR47jIGH2bjwd+yCF41GEQwGpYhG20guS1GjBtcJ3SVNOwzxMaurqwiHwzg7O0Or1UI8HpdGX7TT5GM1bsosM1BJpVJi9wlcdJ5tNpuoVqsYDAYz0+uPcd7rjKFen8002Hp8HuNY3RVG+RmbqzkcDqTTaWxtbWF7extra2tik0jHm+FwiFKphFqtJs3dFjH2uG8Y56yGscCRwTeNMbR8ZF7jhbkKsH/uAHESM51eLpcRCoUAQPTYLGw8OjpCtVpdCDs+DZ6IJ5PzduLFYhHhcBiJREKaQpjJM4zaPKfTiVgshmAwKNpSBtpkr7kp6qJT/bzAZXN4Pj8fD1ywiKenp6hUKnj79q20af/uu+9QLBbRbDaRz+flgGQFiNOgNR+bNNEDm82VmJVpt9sSfDx2dgSYnp9XLeY6Lbm+vo5nz54hk8nA5XIBuPC/ZeX/Mm2OOnBgWpbssdPpnMqSeb1ePH36VNpE7+3tYXV1FY1GA3t7e6brqXH8+Zpm8Pv9ePHiBV6+fCn2n8B5D4X3798jl8thZ2cHzWbT9CD+mNcMBiH6empdvVGS+ZjH6q7Qh5ZQKIQnT54gFArh1atX+M///E+8evVKOhrb7XZ0u13s7u6iWq3i7du32N3dxcHBwcws7WPErOw7yT/WvbDWwuPxXCIDP2cTuqswNwH2TXFVeuvs7Ez0eLQuIrtHPdpoNEKv10Or1ZIig0WCDhJ0sxiv13upsYgx0NVjpzW9ZMPPzs4kRaw9PK9KhxsZbM2eaPBGoed4Pp/H0dERfvjhB+Tz+UseojfFMqU7rytOdblc8Pl8okmj6w7nM5uePGZv1VlV/5QxmD1eY3V1VQqVAoGAKYO9TMG1Blk5ncHSh2raZJHBrtVqiMVioiU1s8yatT7MgsPhkFR7OByWmg/65BeLRelS+hgOkDdd3/Q1MkqfjI4sFi7jNvsIx5VyqVgshnQ6jc3NTWxtbcmhBjiXtdbrdemvUavVJOO8bDKz+4Y+MGq3Fe1wpF2k5hELF2DfFNqEX/eyZ1EYN0qjLngRwI1lMBigXC7D6/XCbrej1WohGAxOFb4YYSYX0cWJRi0fofVRZs/Bx/CLetXJZIJms4lsNotWq4Xj42Ps7OygVCqhXC6j1+vJ4ecu12CRrtt1uOqzrK6uIhgMIhKJIBQKiS7t5ORE0uZsuqHTaY8Ns9jpWQeOyeSiuZLdbhd5SDwel3HmfO50OlPp3WWbe1wzR6PR1JeWj7Btuc1mkzqO4XAIt9uNSqUiTBK16kZQdqYzC9oy8dmzZ1hbW5Ps2mQywXA4RKfTQaVSQbFYFCnZY8BN5phRqqfdRGhvy0xAp9NZqnl7H9D7mdnY6H4cHo9H6rqSySTevHmDRCKBzc1N+P1+Och3u12Mx2NUq1Vks1kcHR2hWCzKwfCqbJqFc0KOhc3MyALTh0ZjYeQ8xnFLG2BTj91qtRAOhwFAGBbtRTmZXNgBLkJQwvc5Ho/RaDTw448/Cqvz5MkTaTcfDAYvVdjOWki4eXIs6LigT5D69fUE5+/4XXfqbDQaGAwGODg4wO9+9zscHh6i0Whgf39fdGnUYy/K+H8ueDwerK2tYXNzE5lMBh6PBwDQ7/dxdHSEnZ0d5HI5dDqduXfCeUgY55XZmKyuriIUCsHlciGTyeD58+f45S9/Kc1WxuMxer0ejo+Pkc1mUSqVZO1YpjFmBtBut6PT6aDdbqPdbkuQRsaIGZJEIoEvv/wSm5ub4sSUzWbR6/Wmirg0kaH1q+ykmUgk8MUXXyCRSGBrawtfffUVnjx5IgebZrOJ4+NjvHv3Dt9//z06nQ663e7nHq65gDGw5gGG39k4LJlMSnfcZZqzd8UsJt/oggVcZFXcbjcSiQR+/etfI5VKIZVK4V/+5V+QSCTg9/sRj8dht9sxGAxQqVTEseybb77B+/fv0Wq1UK/Xr7VOtHBec1Gv1+F2uxEMBqfqXrRlrbHIed702EsbYGsW1dhxjKleo3uJEfN4IgKmW0hzsw+Hw2i32yKR0Z9X/80s6CpdI0OtA2itxza+J52mpLtFt9tFpVLBhw8f8OHDB7RaLRSLxVt3yrxKPvEYoBlsbU/E1t1ksMk4EvM6hx8CRt3vLFB+4/V6EQgEEI1GEYvFpKMgD46U4ixLgZJxbmjNI9lr6kSNWnabzQav14tUKgWfz4ezszMkEgl0u12srq6K/I7ME9PhxsZhDocDkUhEGlplMhmkUinEYjEMBgPU63VhsqrVKkqlEobD4aNhsG8KnXXUNTeawR4MBqZZzceKq1xBgIs9hgXmHo8H0WgUm5ub2NjYQDqdxuvXr5FKpaaeiwx2p9MR69TDw0NpkT5PAeC8ggw2ZY/auWkWwXcbKdpDYeEC7JsO3Hg8xmAwQK/XE4ZUL+wUys/SZt7mtT4XOAkBoF6vI5/Pw+fzSRGc0+m89Dd6ApoVKBr/rf9mVkGj7s5JJwHNVB8cHKBSqaDVaqHf799Z9z7v1+O+odkpp9OJUCiEWCyGQCAgUifdLtk4ttelPpcdN/3MtIYLhUJS4EuJFdkm+uRzPZnlKbxIML5nkhLD4VCyfEx109NXH6RZFHl2doZIJIKnT59K4W0ikRAGm+wTU+02m02a+qyuriKZTGJ7exuJRAKxWExY8na7LVmvw8NDcStZNnnOXaHJDAYgxsM1D4+st7EC7AsY90Dd2IR9H0hsZDIZBAIBpFIpab4WjUZht9tFbsoaomq1io8fP6JWq2F/f1/mrW5lb+FqMH6jBS0AWRd0lt3YCGvesHAB9k1BbSrTOizQcblcEqiwYc2iShNoXcWF4a9//StKpRI2NzfFRxa43N2RP+uUotn/a5gF18BF8dd4PJ6y3cvn8/j222+lEQU3SHpuW5gNnfKl1jocDuPJkyd4+fKl2MdRm1oqlUQeYhzbxxpc3wZutxvpdBqJRALpdBqBQEAO4KPRSBipRqMhnQtPT08v3TOLzkzpzqrNZhPlcllcijgmOku1srKCYDAIn88Hn8+HSCSCfr+PwWAgXuzEeDwWey1mBlhMSV2r1+uVtWwwGKBQKOD3v/899vb2kM/nZY4/RjmZWTaStrNk9I2t0lmIx8zXYDAwLUR9jNAGAKy/8Hg8IgUJh8N49uwZwuEwYrEYXr58iWg0KnUHPp9P1mceRI+Pj9HtdnF0dIQ//OEPyOVyqNVqyGaz6HQ6Vlv0W4CZWeDcsGIymYghw+rqqhgy6GZYnPvzVDy6NAG2cUAZyPX7fWGwtfbP4/Gg2+0udFU1N0SbzSaNWoDzgIEbpS5gNDLVuqDRuIAbgwVjgK11ZFw4BoOBtDA+OjrC+/fvcXh4KC28P3VgvcjXUsNMV8mDYTQahdvtlqZJdMWh57uRwV5khvWhwPbcwWBwisHWBbsnJycYDAYYDAYSdGu5BLHI48zPCmCKwSZLbZSKsUBxMjm3NwwEAlO9Bkaj0dTYOBwOuN1uCbBdLpfMb/6e68jp6SlarRaOjo7w4cMH1Go1aYtOPDbZmFnQoC1WzdhRbb3IQHJego9Pidt8Rt1giYfFeDyOzc1NJBIJJJNJfPHFF4jH43C5XPD7/XA4HOKKNRqN0O/3ReNeLBaxt7eH/f199Pt9mbcWe31z0BZ1MBhI3KAdcXT8otdqYL7igKUJsI3QbcQHg8FUgwhqLfv9/ty32rwJJpMLGyvgPMDe2dnByckJ3G43QqGQbGBkjXQAB1xOdZvpsM/OzmCznXe04ybY7/dRrVbR7/dRLpfx7t07lEollEolNJtNGfufyzjdZGFapsWLKXheL5fLJV/UBWvNrFlzGR0QWZgNXThsrPDXB0udrdEL+rKMM+9xAOj1etJH4PT0VLq+EpyDmk3VBw4yTsB0K3YeXhhkk/TgYwaDgTCB+XxemnO02+1HX7x7kzoaaq+N18JsXVhmGD+jvo8p/+CBLxaLwePxwOfzIZlMSjZme3sbkUgE4XAYPp8PLpcLNptNMgadTge5XE46ER8cHKDZbKJQKKBWq4mcTB9+HsPY3wcoLSOhwb2Nex7/zUB7PB5f6ig7D1j86HIGzs7OpOBGd3UEIKdTANJIYtHRbrexs7MDl8uFYrGI4XCIdDotp+9EIgGv14tYLCYLhZl+iYGE/jdwMeEBoNvtolwuo9/v4/j4GP/85z9lI3z37p341NIphIGJheuhN8aVlRX4/X45JAWDQdFf81DFLE232710kLEW9JuBgeXp6emU1zUXbW2JqLWU/NtlGWdm/Ww2G6rVKn766Sc0Gg1sb28jmUzC5XJNBScaWrYxmUyk4ZWGDnKMmTPO6Xq9jn/84x/I5XLY39/HTz/9hIODA9lsHytuGlwb13NKAB97gEeyYmVlBeFwGJubmwiFQojH43j16hVisRj8fj9SqRS8Xq/IRdgxkDVNus6IUpBsNot6vY69vT1xzuJ37psWe307MDvPFvMkkHQ2kXpsNpphjGFJRO4JV51UtD6N7aN1JyBqlOe9l/1NQVsbnuJCoZAUFWYyGfHK1hq9q6qozSYnAxGe3tvtNsrlMj5+/IhsNotarYYPHz6gXq/fanLPy83wuWG8Hroo1+12y2KvZTk6MGRQaOH20Cw2fzYrAtTsif79soDzp9/vo1KpADjvrtjtdiX4BsyLoTXrf1sWieM9HA7FDjGfz6NaraJer8vj5omdmjeYjTvX1sceYJOw0Kx1PB6fcgLx+/2ir6YsT7tqARB3HVpR7u3tYXd3d6r+SOOxjvfPBQ8mLCJlFoAMtm7Uo+vI5m19WOgA+6rJq1sbU6ZAiYPb7Ybf75cq9nnzTrwruJDSxYMT8N27d6jX6wiHw+j1euL5y+YOmn2irownxV6vJ4weT426oKNUKknzB53Gve37tjBd1Q6ca1Z9Ph/8fr+whqurq8KisJjsvmQ4jxXaM183kdFBNwNro4RkWefuyckJGo0GJpMJAoEADg4OYLPZEAwGsbGxgUAgMFUgRsySmhHGsWNQ3Wg0MBqNcHBwgMPDQ2SzWZTL5Ut1G8s63neBnre0aGXGkOtBvV5HrVaTDoKPMZNos9ng8XgkiE4mk3jx4gWSySRisRgSiQTC4bA4regOphxL7oOaqT46OhI5SKfTEQLPwv2A6y5rjdg0kFIzt9uNQCCAQCAgjcDm7RosdIB9FViFOhwO0Ww20ev1pOgmHA7DbrejVquJFQ8LfObp4twGuvCo3W5jb28PDocDBwcH2N/fh9/vF5N8Wgy9ePEC0WhUJvF4PEar1UI2m5UmE/l8XtwpuAnqwM4Y5DGNa7HSd4NO9Xo8HsTjceks6PP54HQ6RZ9ar9eRzWYlHQlM+59b4381OE6j0QilUgm9Xg/xeFxSk9S387DOLIFmUJYBZkWa3W4Xh4eHcDgcaDabWFlZwfv377GxsYHf/va3yGQyUvBl1Fqbadj5e66xemwrlQrevn2LarWK/f19/PGPf8Th4aEUiFkwB9n+09NTBAIB1Ot12fPYwOvjx4/48OED3r17NyWTfCxgpiUSieCrr77C+vo61tbW8PXXXyOdTkvxOAtueWDUh+tms4n9/X00m80ph5BWqyUabBJQFu4HlHxQ897pdNBsNgGcE0/0z19bW0Oz2US73Ra3JwBX2i8/JJYywKaOmKd5Mq88vbvdbpydnQmDzer1q4LCRQgY+f6YxrLZbGg2m2i1WnA6nVhbW4PP5xNWP5lMwu12C+t9dnYmbiS1Wm3qtM5iRgbSWvPLlLkO8ud9rOYZ2qLP4/FMMdjssNnpdGRD1W2pmSazxv9msNlsovebTCbivmNkrnWafRn1lMY5QxcP4FzHe3BwIAHEmzdvEI1GZZ3VhzrCjN3n74zSpk6ng2KxiEKhgKOjIxwdHSGXy13q0vYYcdW9zCLzZrMpDTlYk0F5oGawuQ8+FmidPxnszc1NrK+v4/nz51hbW5uqsQCmteo8TNMdq1Kp4OjoCD/99BP29/cl8NPONnd5j8u2ltwXuAZrBptuL3Qe8vv9CAaDmEwmUy45wHyM7VIG2MAFo8tix1wuh2AwOFWAwIBRB4hXPd8iQKdmdYprMpmg3W6jUChgOByi1WphPB4jEolMuSPoU3m73UapVEKn0xHmmkVeXHzM0uWLMlbzCi4QTqcTkUgEyWRSCm6oSaMnM7MKGtb43xwM+Gjlye5rlUplin3VspFlxFWfazQaCXvkcrmwu7uL4XCIQCCATCYjnUWdTiccDsdURozrD2s3WCCmf65UKnj//j0qlQqKxeLUmvzYcdUYUCIymUxQKBTw/fffT2Vth8MhDg8PJbimveRjgc4GOhwOCcY0WQFM+4pzrg6HQ+kiWiqV8OHDB5TLZdkbmdH6uXPUmuPm4LoMXNSDFAoFMWrweDwALnp5cJ3W5Mc8jO1SB9hc5I+Pj/GnP/0JR0dHU/q0XC4nurRl2DzNCq+4CNvtdkkdciP0+XziBsCFl4E02SX+zAnPoF0X1Blfd9HH8XNCsy4+nw/b29t48eIF1tbWEAgEsLKygsFggIODA7x//x7FYhH9fl/+nmyidQ2uB8fo5OQE7XYbdrsdxWIRu7u7UlgaiUTgdrsl6FtGXDdXut2uSM544I7H40ilUvj1r3+NZDIJr9eLeDwOj8cjUjF2v6SNJ32tW62WsNaULZRKJelZoLXC1jyejeFwiHK5jJWVFck8sm09A0DaLfZ6vUfj5qQLccl2Unu9vr6OaDQq2WudkWLx4mg0Qrlcxg8//CCB3d/+9jcUi0V0u11UKhU52CzrmvC5waw6HY3evn2L0WiEZDKJX/3qV/B4PGLxqa1rNfE3D1jqAFtXxOfzeSmY4Q1Yq9Wm2h4bcV+ByqeobL3pe9NaUbp/3OVzaTbAbGEx81u963u+K+atgngWZo2Dfv/0aw2Hw1KE43Q6xYe82WyiUqmg0Wj8rBTlXbAo4zwLxvGnnMxms6HX66HRaKBSqUgh9MrKymdxaJmXcWbGhHPP4XCgVquh2+0ikUhgZWUFo9EIbrdb7AzZgKPT6UhBtHYZajabU+3PWUT2OTAv43xbMDtrs9nQ7Xalqy8DaS3bmwc85Dhzv9JNjYwF4/r9cJ+kFIHZ3lwuh3w+j52dHRSLxanurvOKRZ3PGjrG6PV6qFQqUi83Go1k/SZ7reMPszjkU8QeNxnnpQywyeJp66dms3mpsv26qur7uiCfIqj8Oc/5c//WmIK56eT91KfKeTm1XoergmuyLswwBAIBcXthwNJsNtFoNKYacOhrYI3z1dDv3zhuvV4Ph4eHAACPx4NCoQC32y2BIeVRDzEG8zbOk8kEJycn6HQ6AM6bzXBcvF4vstnsFIOtG1H1ej20220Ui0Vxa+FjPjfjNG/jfFvooMKsWdK84CHfix4PMvqtVkssH2OxGJxO51Q9EYv62+02jo+Psbu7i3K5LBkY3Yp+njFP1/w+wGJeemI7HA5xGjo4OJCmdsamPhqfKwZbygAbmNbitNtt7O/vCwNIb0sWhDxWmLkHzIKRCTGTo1j4eSBrHQgE4Ha7EY1GkU6nkclkYLPZ0Ol00Ol0kM/nxX/15OQEw+FwqvLdws2gmQ+OW6VSwR/+8Af84x//AADp9EpJQ6/Xe5TjzHuczaVqtZq0hHY6nbDb7XC73VNNHzQrqDvrUudq9LcldKGutbbcDLp4FIBpkPFYoDXVPAx3Oh0cHR1hZWUFiUQCgUAAAISp5vc///nPU/9m/RHrBfTzW3gYNJtNfP/993C5XHC73fj9738Pt9st2uxerydyKNabzcs1WtoAG5h21WDXH+p27Ha7eD1rPDb96lVyBbNT4GMbn/vCdePGoEI3Q/B6vfD7/QgEAsJec7FvNpvS0Me6LreH1rrrcev1eshms5Jq1wv2VUH1so6/mbsIZQmTyQTFYnHqsWaBsdnvteTMGAzqhhHLOKafApyfsw4mt1nnFwlXvX89Jlw36/U6XC4Xer0e+v0+Op0OqtUqms0mstks3r59K4457ER8m9dd9PGcN5AILZVK8m+9bnzu7Nd1WOoA2wh9sn2MLJQZrlqcbvN7C1fjuuCa0P7LvV4P1WoVpVJJimsoYeh2u6ZFphZuhqtS6BxX4/pw3Wa+jDD7XFdJkW4zPlyDb/M8Fq7GY1vPr3r/vL/Pzs7Q6/VQKBTEfnI8HiMajUpmqtvtolgsisOY1vne1/uxcHvcdt2YNyx1gG1kQnSAzd9ZQba1KHwumBVJ0Ld9PB6jWq1iZ2cHp6enUiDGgLtUKl3yvrZwO5jd+2ZOC9pX9SG17vOKWQeT2wbXZt85vhYTeHdY43aOyWQi9SnVahV/+9vf4HK54HQ6xVpS98lg0zQaH5ydnYn0js9n4fPiKqmqxm3kr58SjyLANuqFH/sNYwVj8wOzBh30Ee71eqjVavD5fFNFN61WS7TAZs9h4edBL+D0VzW7TlYQeDdcJWOwcHtY4zYbnGf9fv/G9VbGAzWfxxrn+cAiyZ+WOsC+SyHe574gD4HH8BkXETydk0Ht9Xqica3VahJYG60lH/uB8VPithIJC9fjOqZ7HjbGRYI1VvcL4+HZut/nG/Msf7Jdow39/O/wE+BzpQ8mk4npEXhZx/lzYVHGmewocMG06Na9fr8f6XQafr9f2h4bW9V/TizKOP8czEOqcVHGeR7G6udgUcZ50WGN88PAGueHwaxxBpacwb4KFktiYR5gTJeTwWbTk1KphEajIRpBykesDmIPg8cuBbntZ3/MY2VhcWHN2+XG57q+9usfYsGCBQsWLFiwYMGChZviSomIBQsWLFiwYMGCBQsWbgeLwbZgwYIFCxYsWLBg4R5hBdgWLFiwYMGCBQsWLNwjrADbggULFixYsGDBgoV7hBVgW7BgwYIFCxYsWLBwj7ACbAsWLFiwYMGCBQsW7hFWgG3BggULFixYsGDBwj3i/wMomQsq5R57zwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 64 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# reconstructe images\n",
    "\n",
    "test_loader_iter = iter(test_loader)\n",
    "images, labels = next(test_loader_iter)\n",
    "\n",
    "n_samples = 32\n",
    "images = images[:n_samples]\n",
    "\n",
    "model.eval()\n",
    "\n",
    "norm_images = (images - 0.5).cuda()\n",
    "with torch.inference_mode():\n",
    "    e, recon_images = model(norm_images)\n",
    "\n",
    "recon_images = np.array(np.clip((recon_images + 0.5).cpu().numpy(), 0., 1.) * 255, dtype=np.uint8)\n",
    "ori_images = np.array(images.numpy() * 255, dtype=np.uint8)\n",
    "\n",
    "recon_images = recon_images.reshape(4, 8, 28, 28)\n",
    "ori_images = ori_images.reshape(4, 8, 28, 28)\n",
    "\n",
    "fig = plt.figure(figsize=(10, 10), constrained_layout=True)\n",
    "gs = fig.add_gridspec(8, 8)\n",
    "for n_row in range(4):\n",
    "    for n_col in range(8):\n",
    "        f_ax = fig.add_subplot(gs[n_row * 2, n_col])\n",
    "        f_ax.imshow(ori_images[n_row, n_col], cmap=\"gray\")\n",
    "        f_ax.axis(\"off\")\n",
    "        f_ax = fig.add_subplot(gs[n_row * 2 + 1, n_col])\n",
    "        f_ax.imshow(recon_images[n_row, n_col], cmap=\"gray\")\n",
    "        f_ax.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6d6656ef-d393-4785-8941-33313ca426ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "# get encode_indices of training images\n",
    "train_indices = []\n",
    "for images, labels in train_loader:\n",
    "    images = images - 0.5 # normalize to [-0.5, 0.5]\n",
    "    images = images.cuda()\n",
    "    with torch.inference_mode():\n",
    "        z = model.encoder(images) # [B, C, H, W]\n",
    "        b, c, h, w = z.size()\n",
    "        # [B, C, H, W] -> [B, H, W, C]\n",
    "        z = z.permute(0, 2, 3, 1).contiguous()\n",
    "        # [B, H, W, C] -> [BHW, C]\n",
    "        flat_z = z.reshape(-1, c)\n",
    "        encoding_indices = model.vq_layer.get_code_indices(flat_z) # [BHW,]\n",
    "        encoding_indices = encoding_indices.reshape(b, h, w)\n",
    "        train_indices.append(encoding_indices.cpu())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cfd07747-15aa-45bb-907b-01214d5089f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# train PixelCNN to generate new images\n",
    "\n",
    "class MaskedConv2d(nn.Conv2d):\n",
    "    \"\"\"\n",
    "    Implements a conv2d with mask applied on its weights.\n",
    "    \n",
    "    Args:\n",
    "        mask (torch.Tensor): the mask tensor.\n",
    "        in_channels (int) – Number of channels in the input image.\n",
    "        out_channels (int) – Number of channels produced by the convolution.\n",
    "        kernel_size (int or tuple) – Size of the convolving kernel\n",
    "    \"\"\"\n",
    "    \n",
    "    def __init__(self, mask, in_channels, out_channels, kernel_size, **kwargs):\n",
    "        super().__init__(in_channels, out_channels, kernel_size, **kwargs)\n",
    "        self.register_buffer('mask', mask[None, None])\n",
    "        \n",
    "    def forward(self, x):\n",
    "        self.weight.data *= self.mask # mask weights\n",
    "        return super().forward(x)\n",
    "    \n",
    "\n",
    "class VerticalStackConv(MaskedConv2d):\n",
    "\n",
    "    def __init__(self, mask_type, in_channels, out_channels, kernel_size, **kwargs):\n",
    "        # Mask out all pixels below. For efficiency, we could also reduce the kernel\n",
    "        # size in height (k//2, k), but for simplicity, we stick with masking here.\n",
    "        self.mask_type = mask_type\n",
    "        \n",
    "        if isinstance(kernel_size, int):\n",
    "            kernel_size = (kernel_size, kernel_size)\n",
    "        mask = torch.zeros(kernel_size)\n",
    "        mask[:kernel_size[0]//2, :] = 1.0\n",
    "        if self.mask_type == \"B\":\n",
    "            mask[kernel_size[0]//2, :] = 1.0\n",
    "\n",
    "        super().__init__(mask, in_channels, out_channels, kernel_size, **kwargs)\n",
    "        \n",
    "\n",
    "class HorizontalStackConv(MaskedConv2d):\n",
    "\n",
    "    def __init__(self, mask_type, in_channels, out_channels, kernel_size, **kwargs):\n",
    "        # Mask out all pixels on the left. Note that our kernel has a size of 1\n",
    "        # in height because we only look at the pixel in the same row.\n",
    "        self.mask_type = mask_type\n",
    "        \n",
    "        if isinstance(kernel_size, int):\n",
    "            kernel_size = (1, kernel_size)\n",
    "        assert kernel_size[0] == 1\n",
    "        if \"padding\" in kwargs:\n",
    "            if isinstance(kwargs[\"padding\"], int):\n",
    "                kwargs[\"padding\"] = (0, kwargs[\"padding\"])\n",
    "        \n",
    "        mask = torch.zeros(kernel_size)\n",
    "        mask[:, :kernel_size[1]//2] = 1.0\n",
    "        if self.mask_type == \"B\":\n",
    "            mask[:, kernel_size[1]//2] = 1.0\n",
    "\n",
    "        super().__init__(mask, in_channels, out_channels, kernel_size, **kwargs)\n",
    "        \n",
    "class GatedMaskedConv(nn.Module):\n",
    "\n",
    "    def __init__(self, in_channels, kernel_size=3, dilation=1):\n",
    "        \"\"\"\n",
    "        Gated Convolution block implemented the computation graph shown above.\n",
    "        \"\"\"\n",
    "        super().__init__()\n",
    "        \n",
    "        padding = dilation * (kernel_size - 1) // 2\n",
    "        self.conv_vert = VerticalStackConv(\"B\", in_channels, 2*in_channels, kernel_size, padding=padding,\n",
    "                                          dilation=dilation)\n",
    "        self.conv_horiz = HorizontalStackConv(\"B\", in_channels, 2*in_channels, kernel_size, padding=padding,\n",
    "                                             dilation=dilation)\n",
    "        self.conv_vert_to_horiz = nn.Conv2d(2*in_channels, 2*in_channels, kernel_size=1)\n",
    "        self.conv_horiz_1x1 = nn.Conv2d(in_channels, in_channels, kernel_size=1)\n",
    "\n",
    "    def forward(self, v_stack, h_stack):\n",
    "        # Vertical stack (left)\n",
    "        v_stack_feat = self.conv_vert(v_stack)\n",
    "        v_val, v_gate = v_stack_feat.chunk(2, dim=1)\n",
    "        v_stack_out = torch.tanh(v_val) * torch.sigmoid(v_gate)\n",
    "\n",
    "        # Horizontal stack (right)\n",
    "        h_stack_feat = self.conv_horiz(h_stack)\n",
    "        h_stack_feat = h_stack_feat + self.conv_vert_to_horiz(v_stack_feat)\n",
    "        h_val, h_gate = h_stack_feat.chunk(2, dim=1)\n",
    "        h_stack_feat = torch.tanh(h_val) * torch.sigmoid(h_gate)\n",
    "        h_stack_out = self.conv_horiz_1x1(h_stack_feat)\n",
    "        h_stack_out = h_stack_out + h_stack\n",
    "\n",
    "        return v_stack_out, h_stack_out\n",
    "    \n",
    "    \n",
    "class GatedPixelCNN(nn.Module):\n",
    "    \n",
    "    def __init__(self, in_channels, channels, out_channels):\n",
    "        super().__init__()\n",
    "        \n",
    "        # Initial first conv with mask_type A\n",
    "        self.conv_vstack = VerticalStackConv(\"A\", in_channels, channels, 3, padding=1)\n",
    "        self.conv_hstack = HorizontalStackConv(\"A\", in_channels, channels, 3, padding=1)\n",
    "        # Convolution block of PixelCNN. use dilation instead of \n",
    "        # downscaling used in the encoder-decoder architecture in PixelCNN++\n",
    "        self.conv_layers = nn.ModuleList([\n",
    "            GatedMaskedConv(channels),\n",
    "            GatedMaskedConv(channels, dilation=2),\n",
    "            GatedMaskedConv(channels)\n",
    "        ])\n",
    "        \n",
    "        # Output classification convolution (1x1)\n",
    "        self.conv_out = nn.Conv2d(channels, out_channels, kernel_size=1)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        # first convolutions\n",
    "        v_stack = self.conv_vstack(x)\n",
    "        h_stack = self.conv_hstack(x)\n",
    "        # Gated Convolutions\n",
    "        for layer in self.conv_layers:\n",
    "            v_stack, h_stack = layer(v_stack, h_stack)\n",
    "        # 1x1 classification convolution\n",
    "        # Apply ELU before 1x1 convolution for non-linearity on residual connection\n",
    "        out = self.conv_out(F.elu(h_stack))\n",
    "        return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "183b4029-7010-4f59-97d1-c8472cecb614",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start training epoch 0\n",
      "\t [468/469]: loss 1.2717088460922241\n",
      "Start training epoch 1\n",
      "\t [468/469]: loss 1.1855412721633911\n",
      "Start training epoch 2\n",
      "\t [468/469]: loss 1.1556189060211182\n",
      "Start training epoch 3\n",
      "\t [468/469]: loss 1.1330844163894653\n",
      "Start training epoch 4\n",
      "\t [468/469]: loss 1.1110990047454834\n",
      "Start training epoch 5\n",
      "\t [468/469]: loss 1.096668004989624\n",
      "Start training epoch 6\n",
      "\t [468/469]: loss 1.0786657333374023\n",
      "Start training epoch 7\n",
      "\t [468/469]: loss 1.0660529136657715\n",
      "Start training epoch 8\n",
      "\t [468/469]: loss 1.0563164949417114\n",
      "Start training epoch 9\n",
      "\t [468/469]: loss 1.048586130142212\n",
      "Start training epoch 10\n",
      "\t [468/469]: loss 1.0397809743881226\n",
      "Start training epoch 11\n",
      "\t [468/469]: loss 1.0325764417648315\n",
      "Start training epoch 12\n",
      "\t [468/469]: loss 1.0252689123153687\n",
      "Start training epoch 13\n",
      "\t [468/469]: loss 1.0179164409637451\n",
      "Start training epoch 14\n",
      "\t [468/469]: loss 1.0098416805267334\n",
      "Start training epoch 15\n",
      "\t [468/469]: loss 1.0011204481124878\n",
      "Start training epoch 16\n",
      "\t [468/469]: loss 0.9938703179359436\n",
      "Start training epoch 17\n",
      "\t [468/469]: loss 0.9879940152168274\n",
      "Start training epoch 18\n",
      "\t [468/469]: loss 0.9804196357727051\n",
      "Start training epoch 19\n",
      "\t [468/469]: loss 0.9771611094474792\n"
     ]
    }
   ],
   "source": [
    "epochs = 20\n",
    "\n",
    "pixelcnn = GatedPixelCNN(num_embeddings, 128, num_embeddings)\n",
    "pixelcnn = pixelcnn.cuda()\n",
    "\n",
    "optimizer = torch.optim.Adam(pixelcnn.parameters(), lr=1e-3)\n",
    "\n",
    "# train pixelcnn\n",
    "print_freq = 500\n",
    "for epoch in range(epochs):\n",
    "    print(\"Start training epoch {}\".format(epoch,))\n",
    "    for i, (indices) in enumerate(train_indices):\n",
    "        indices = indices.cuda()\n",
    "        one_hot_indices = F.one_hot(indices, num_embeddings).float().permute(0, 3, 1, 2).contiguous()\n",
    "        \n",
    "        outputs = pixelcnn(one_hot_indices)\n",
    "        \n",
    "        loss = F.cross_entropy(outputs, indices)\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        if (i + 1) % print_freq == 0 or (i + 1) == len(train_loader):\n",
    "            print(\"\\t [{}/{}]: loss {}\".format(i, len(train_loader), loss.item())) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "60392489-2539-463a-9b77-9690c68f212d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create an empty array of priors.\n",
    "n_samples = 64\n",
    "prior_size = (7, 7) # h, w\n",
    "priors = torch.zeros((n_samples,) + prior_size, dtype=torch.long).cuda()\n",
    "\n",
    "# use pixelcnn to generate priors\n",
    "pixelcnn.eval()\n",
    "\n",
    "# Iterate over the priors because generation has to be done sequentially pixel by pixel.\n",
    "for row in range(prior_size[0]):\n",
    "    for col in range(prior_size[1]):\n",
    "        # Feed the whole array and retrieving the pixel value probabilities for the next\n",
    "        # pixel.\n",
    "        with torch.inference_mode():\n",
    "            one_hot_priors = F.one_hot(priors, num_embeddings).float().permute(0, 3, 1, 2).contiguous()\n",
    "            logits = pixelcnn(one_hot_priors)\n",
    "            probs = F.softmax(logits[:, :, row, col], dim=-1)\n",
    "            # Use the probabilities to pick pixel values and append the values to the priors.\n",
    "            priors[:, row, col] = torch.multinomial(probs, num_samples=1).squeeze(dim=-1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fe19677d-b4da-4aa1-92c1-611e090e4efa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 64 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Perform an embedding lookup and Generate new images\n",
    "with torch.inference_mode():\n",
    "    z = model.vq_layer.quantize(priors)\n",
    "    z = z.permute(0, 3, 1, 2).contiguous()\n",
    "    pred = model.decoder(z)\n",
    "\n",
    "generated_samples = np.array(np.clip((pred + 0.5).cpu().numpy(), 0., 1.) * 255, dtype=np.uint8)\n",
    "generated_samples = generated_samples.reshape(8, 8, 28, 28)\n",
    "\n",
    "fig = plt.figure(figsize=(10, 10), constrained_layout=True)\n",
    "gs = fig.add_gridspec(8, 8)\n",
    "for n_row in range(8):\n",
    "    for n_col in range(8):\n",
    "        f_ax = fig.add_subplot(gs[n_row, n_col])\n",
    "        f_ax.imshow(generated_samples[n_row, n_col], cmap=\"gray\")\n",
    "        f_ax.axis(\"off\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
